{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cell_id": "c22004622a0b45309309a5013143f866",
    "deepnote_app_coordinates": {
     "h": 5,
     "w": 12,
     "x": 0,
     "y": 67
    },
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 1963,
    "execution_start": 1657008283060,
    "id": "9CAADB208C054BC0884C766E699777B8",
    "jupyter": {},
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "source_hash": "6c9d642f",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据集大小： 1000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "# 从源文件中读入数据并处理\n",
    "lines = np.loadtxt('lr_dataset.csv', delimiter=',', dtype=float)\n",
    "x_total = lines[:, 0:2]\n",
    "y_total = lines[:, 2]\n",
    "print('数据集大小：', len(x_total))\n",
    "\n",
    "# 将得到的数据在二维平面上制图，不同的类别染上不同的颜色以便于观察样本点的分布\n",
    "pos_index = np.where(y_total == 1)\n",
    "neg_index = np.where(y_total == 0)\n",
    "plt.scatter(x_total[pos_index, 0], x_total[pos_index, 1], \n",
    "    marker='o', color='coral', s=10)\n",
    "plt.scatter(x_total[neg_index, 0], x_total[neg_index, 1], \n",
    "    marker='x', color='blue', s=10)\n",
    "plt.xlabel('X1 axis')\n",
    "plt.ylabel('X2 axis')\n",
    "plt.show()\n",
    "\n",
    "# 划分训练集与测试集\n",
    "np.random.seed(0)\n",
    "ratio = 0.7\n",
    "split = int(len(x_total) * ratio)\n",
    "idx = np.random.permutation(len(x_total))\n",
    "x_total = x_total[idx]\n",
    "y_total = y_total[idx]\n",
    "x_train, y_train = x_total[:split], y_total[:split]\n",
    "x_test, y_test = x_total[split:], y_total[split:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "cell_id": "18f0f72ab4944e6e81d1482fe65f498d",
    "deepnote_app_coordinates": {
     "h": 5,
     "w": 12,
     "x": 0,
     "y": 79
    },
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "def acc(y_true, y_pred):\n",
    "    return np.mean(y_true == y_pred)\n",
    "\n",
    "def auc(y_true, y_pred):\n",
    "    # 按预测值从大到小排序，越靠前的样本预测正类概率越大\n",
    "    idx = np.argsort(y_pred)[::-1]\n",
    "    y_true = y_true[idx]\n",
    "    y_pred = y_pred[idx]\n",
    "    # 把y_pred中不重复的值当作阈值，依次计算FP样本和TP样本数量\n",
    "    # 由于两个数组已经排序且位置对应，直接从前向后累加即可\n",
    "    tp = np.cumsum(y_true) \n",
    "    fp = np.cumsum(1 - y_true)\n",
    "    tpr = tp / tp[-1]\n",
    "    fpr = fp / fp[-1]\n",
    "    # 依次枚举FPR，计算曲线下的面积\n",
    "    # 方便起见，给FPR和TPR最开始添加(0,0)\n",
    "    s = 0.0\n",
    "    tpr = np.concatenate([[0], tpr])\n",
    "    fpr = np.concatenate([[0], fpr])\n",
    "    for i in range(1, len(fpr)):\n",
    "        s += (fpr[i] - fpr[i - 1]) * tpr[i]\n",
    "    return s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "cell_id": "35e2fa006b994a3696f9c6f0906ded24",
    "deepnote_app_coordinates": {
     "h": 5,
     "w": 12,
     "x": 0,
     "y": 91
    },
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 440,
    "execution_start": 1657008285031,
    "id": "4016220C21214BB0A10AD46D7CCC643F",
    "jupyter": {},
    "notebookId": "60364fc9c614ab001504d12c",
    "scrolled": true,
    "slideshow": {
     "slide_type": "slide"
    },
    "source_hash": "c24ea556",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 逻辑斯谛函数\n",
    "def logistic(z):\n",
    "    return 1 / (1 + np.exp(-z))\n",
    "\n",
    "def GD(num_steps, learning_rate, l2_coef):\n",
    "    # 初始化模型参数\n",
    "    theta = np.random.normal(size=(X.shape[1],))\n",
    "    train_losses = []\n",
    "    test_losses = []\n",
    "    train_acc = []\n",
    "    test_acc = []\n",
    "    train_auc = []\n",
    "    test_auc = []\n",
    "    for i in range(num_steps):\n",
    "        pred = logistic(X @ theta)\n",
    "        grad = -X.T @ (y_train - pred) + l2_coef * theta\n",
    "        theta -= learning_rate * grad\n",
    "        # 记录损失函数\n",
    "        train_loss = - y_train.T @ np.log(pred) \\\n",
    "                     - (1 - y_train).T @ np.log(1 - pred) \\\n",
    "                     + l2_coef * np.linalg.norm(theta) ** 2 / 2\n",
    "        train_losses.append(train_loss / len(X))\n",
    "        test_pred = logistic(X_test @ theta)\n",
    "        test_loss = - y_test.T @ np.log(test_pred) \\\n",
    "                    - (1 - y_test).T @ np.log(1 - test_pred)\n",
    "        test_losses.append(test_loss / len(X_test))\n",
    "        # 记录各个评价指标，阈值采用0.5\n",
    "        train_acc.append(acc(y_train, pred >= 0.5))\n",
    "        test_acc.append(acc(y_test, test_pred >= 0.5))\n",
    "        train_auc.append(auc(y_train, pred))\n",
    "        test_auc.append(auc(y_test, test_pred))\n",
    "        \n",
    "    return theta, train_losses, test_losses, \\\n",
    "    train_acc, test_acc, train_auc, test_auc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "cell_id": "f9fe14d0a6fa4782902b6b1764372eac",
    "deepnote_app_coordinates": {
     "h": 5,
     "w": 12,
     "x": 0,
     "y": 103
    },
    "deepnote_cell_type": "code",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测准确率： 0.8766666666666667\n",
      "回归系数： [3.13501827 2.90998799 0.55095127]\n"
     ]
    },
    {
     "data": {
      "image/png": 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NYAya26tXL/bt20eZMmV46KGHmDJlCrVr17apc8mSJYwZM4aDBw9So0YN3nrrLR5//HG7Y3L297tWLaNFyE8/wYMP5l72wAEIDYUrV+DTT+Gpp4okRBERKcHs/ZxUgiSfCuWLyAsvwOefw8SJMHhwwdQpIuKklCAp/kprgsQZOfP7nZJiDM6ang4JCZDNDNlZTJoEo0eDv7/R+qRixcKPU0RESi57PydzGCZLHOLKFTh/HpKSHB2JiIiISIH46y8jOeLnB7mMO2tj5EhYuBD27IHXXoPM4wR/+GHGlMFgJE/GjdMY9yIicuuUIHEmlml+L192bBwiIiIiBcQy/kidOvZPqe3uDv/9L0REwJw50KePsb18OQwdmrX85cugoXJERORWaZBWZ+LtbayVIBEREZESInOCJC/uuw8GDDC2Bw6Es2czkiNduxrTAkdFGa//8x/YtKlg4hURkdJLLUiciaUFSXKyY+MQERERKSD5TZCAkQT56ivYuxeqVYPUVLjzTliwIONrU0ICzJ8PDzwAuQ1nVL680QKlkCeSkkK2dy906ABnzjg6ErlVZcvC4sVG6zARZ6EEiTNRCxIREREpYW4lQVKxojHmSLduRnLE1dXoemNJjgC8+y6sWgUnTsDVqznXdeEC9OsHW7eCm74BF0vp6UarokOHHB2JFIQLF+C552DXrtyTmyJFSR8PzkRjkIiIiEgJYjbfWoIE4MknjVYiFy8aA736+9ser1QJ/vzTKJOTS5fg4Ydhxw5jdpw2bbKWcXGBe+81nmrnZudO+PvvPN+GFIANG4zFx8eYMrpCBUdHJPmVkgKRkcYgzi+/DF26ODoicTaenkZXy6KmBIkzuf12aN4catRwdCQiIiIit2zHDiOx4eZmdI3Jr5tNDezjAzVr5l5m6lTo399YT52afZkHHoAffzSSJdlZvlw/5JzBxIlwzz2OjkJu1QcfGOMJzZypQZYlqzvugCNHiv66SpA4kyeeMBYREZFsPPjggzRu3Jjo6GhHhyJyU+npMHiwsd25szEzjSM9+6wxPfCGDdkf37cPfv4ZPvrI6Ipzo6SkjPsJCdG0wo7SpAkMGeLoKKQgPP64MaX3qlWOjkScUWCgY66rBImIiEgeFEaSom/fvpw/f57ly5cXWJ0ijjZ7tjGzTNmy8P77jo7GaBWS21Pq994zfqy98gps25b1+N69xjgnNWvCb7/ZjoMiInlnMsE77xiLiLNQgkRERERECtyHHxrrCROMXsTO7sUX4ZNPjDFG/vOfnMvFxCg5IiJSUuXQw1KKWlISTOuxhXPl7oCWLR0djoiIZKNv3778/PPPTJ8+HZPJhMlk4vDhwwDs2bOH9u3bU7ZsWQICAujduzdnMs1DuWTJEho0aICXlxeVKlWidevWXLp0iXHjxvHxxx/z1VdfWetcs2aNXfH8888/9OnThwoVKuDt7U27du3Yv3+/9fiRI0fo2LEjFSpUwMfHh/r167Ny5UrruU899RT+/v54eXlRq1YtPvroowJ7r6R0u3bN6LICRjP64sDNzZhS+K23YPz47JelS6F1a0dHKiIihUUtSJzE1auwaDGM4Cjm4y6YHB2QiIijXLqU8zFXV9u5AHMr6+Ji+5g3p7I+PnaHNn36dP78809CQ0OZMGECAP7+/iQkJPDAAw8wYMAApk2bxuXLl3nttdfo1q0bP/74IwkJCfTs2ZOpU6fSpUsXLly4wLp16zCbzYwcOZK9e/eSlJRkTVBUrFjRrnj69u3L/v37WbFiBb6+vrz22mu0b9+ePXv2UKZMGQYPHkxqaipr167Fx8eHPXv2UPb6FB1jx45lz549fPvtt1SuXJm//vqLy5pFTQrIoUPGdxsvLwgKcnQ09qteHf7v/xwdhYiIOIoSJE7C0xOS8TZeXEp2bDAiIo6U2xyb7dvDN99kvK5SBZJz+Jv5wAOQuSVGcDBkatFhZTbbHZqfnx/u7u54e3tTNdO0GjExMdx9991MmjTJum/evHkEBQXx559/cvHiRa5du8bjjz9O9erVAWjQoIG1rJeXFykpKTZ13owlMbJhwwbCw8MBWLhwIUFBQSxfvpwnn3yS+Ph4nnjiCeu17sw0jUh8fDxNmjShWbNmAAQHB9t9bZGbsUztW7t2zjPCiIiIOBt9ZDkJDw+4zPUnnXqCJyJSrMTFxfHTTz9RtmxZ61KnTh0ADhw4QKNGjWjVqhUNGjTgySefZPbs2fzzzz+3dM29e/fi5uZG8+bNrfsqVapE7dq12bt3LwDDhg1j4sSJtGzZkjfeeIPffvvNWvZf//oXixYtonHjxrz66qts3LjxluIRycySILn+v4GIiEixoASJk3Bzg1QXS4IkOU9PNEVESpSLF3Neli61LXv6dM5lv/3Wtuzhw9mXKwDp6el07NiRHTt22Cz79+/n/vvvx9XVldjYWL799lvq1avHjBkzqF27NocOHcr3Nc05fE6YzWZMJqOjZv/+/Tl48CC9e/dm165dNGvWjBkzZgDQrl07jhw5wvDhwzlx4gStWrVi5MiR+Y5HJDMlSEREpDhSgsSJpHkYXWxM6elGx10RkdLIxyfnJfP4Izcre+M0EzmVyyN3d3fS0tJs9t19993s3r2b4OBgatasabP4XL+GyWSiZcuWjB8/nu3bt+Pu7s6XX36ZY503U69ePa5du8bmzZut+86ePcuff/5J3bp1rfuCgoIYNGgQy5Yt4+WXX2b27NnWY/7+/vTt25dPP/2U6OhoZs2alef3QyQ7SpCIiEhxpASJEzF7Zvoyn1OfehERcajg4GA2b97M4cOHOXPmDOnp6QwePJhz587Rs2dPtmzZwsGDB1m1ahXPPfccaWlpbN68mUmTJrFt2zbi4+NZtmwZf//9tzWRERwczG+//ca+ffs4c+YMV+1IkteqVYtOnToxYMAA1q9fz86dO3n66ae57bbb6NSpEwDDhw/n+++/59ChQ/z666/8+OOP1mu+/vrrfPXVV/z111/s3r2br7/+2iaxIpJfZjNc7+WlBImIiBQrSpA4EZOHO7sIJbluU8jjk0QRESkaI0eOxNXVlXr16uHv7098fDzVqlVjw4YNpKWl0bZtW0JDQ3nxxRfx8/PDxcUFX19f1q5dS/v27bnrrrsYM2YM7733Hu3atQNgwIAB1K5dm2bNmuHv78+GDRvsiuWjjz6iadOmPProo4SFhWE2m1m5ciVlypQBIC0tjcGDB1O3bl0eeeQRateuzcyZMwGj1UpUVBQNGza0dgNatGhR4bxpUqqcOQP//AMmE9Sq5ehoRERE7Gcy59SJuYjMnDmTd955h4SEBOrXr090dDQRERHZll2zZg0PPfRQlv179+61DoY3e/ZsFixYwO+//w5A06ZNmTRpEvfee6+1/Lhx4xg/frxNHQEBAZw8edLuuJOSkvDz8yMxMRFfX1+7z8vNnXca0+L98gtkGnNPRKREunLlCocOHSIkJATPG7vOSLGQ23/DwviclJw50/u9bh3cf78xcdQtDLMjIiJSYOz9nHRoC5LFixczfPhwRo8ezfbt24mIiKBdu3bEx8fnet6+fftISEiwLrUyPZ5Ys2YNPXv25KeffmLTpk3ccccdREZGcvz4cZs66tevb1PHrl27CuUe88LDw1hfueLYOERERETyS+OPiIhIceXmyItPmzaNfv360b9/fwCio6P5/vvviYmJYfLkyTmeV6VKFcqXL5/tsYULF9q8nj17NkuWLOGHH36gT58+1v1ubm5UrVr11m+iAFkSJCkpjo1DREREJL+UIBERkeLKYS1IUlNTiYuLIzIy0mZ/ZGQkGzduzPXcJk2aEBgYSKtWrfjpp59yLZucnMzVq1epWLGizf79+/dTrVo1QkJC6NGjBwcPHszfjRQgT0/4fzxKy94hsGmTo8MRERERyTMlSEREpLhyWILkzJkzpKWlERAQYLM/t7FAAgMDmTVrFkuXLmXZsmXUrl2bVq1asXbt2hyvM2rUKG677TZat25t3de8eXMWLFjA999/z+zZszl58iTh4eGcPXs2x3pSUlJISkqyWQqahwdU4wQ+pw9DYmKB1y8iIiJS2JQgERGR4sqhXWwATCaTzWuz2Zxln0Xt2rWpXbu29XVYWBhHjx7l3Xff5f77789SfurUqXz++eesWbPGZvA4y6wBAA0aNCAsLIwaNWrw8ccfM2LEiGyvPXny5CwDuxY0T0+4zPWpfi9fLtRriYiIiBS0K1cyBmZVgkRERIobh7UgqVy5Mq6urllai5w+fTpLq5LctGjRgv3792fZ/+677zJp0iRWrVpFw4YNc63Dx8eHBg0aZFuPRVRUFImJidbl6NGjdsdoLw8PSMbbeJGcXOD1i4g4IwdPpia3QP/t5Eb794PZDOXLQ5Uqjo5GREQkbxyWIHF3d6dp06bExsba7I+NjSU8PNzuerZv305gYKDNvnfeeYc333yT7777jmbNmt20jpSUFPbu3Zulnsw8PDzw9fW1WQqaWpCISGni6uoKGGNSSfGUfD2ZX6ZMGQdHIs4ic/eaHBoEi4iIOC2HdrEZMWIEvXv3plmzZoSFhTFr1izi4+MZNGgQYLTaOH78OAsWLACMWW6Cg4OpX78+qampfPrppyxdupSlS5da65w6dSpjx47ls88+Izg42NpCpWzZspQtWxaAkSNH0rFjR+644w5Onz7NxIkTSUpK4plnninid8CWWpCISGni5uaGt7c3f//9N2XKlMHFxaEzz0semM1mkpOTOX36NOXLl7cmu0Q0/oiIiBRnDk2QdO/enbNnzzJhwgQSEhIIDQ1l5cqVVK9eHYCEhATi4+Ot5VNTUxk5ciTHjx/Hy8uL+vXr880339C+fXtrmZkzZ5KamkrXrl1trvXGG28wbtw4AI4dO0bPnj05c+YM/v7+tGjRgl9++cV6XUdRCxIRKU1MJhOBgYEcOnSII0eOODocyYfy5ctTtWpVR4dR5GbOnMk777xDQkIC9evXJzo6moiIiBzLL1y4kKlTp7J//378/Px45JFHePfdd6lUqZK1THR0NDExMcTHx1O5cmW6du3K5MmTbcZQKw6UIBERkeLMZFYH4nxJSkrCz8+PxMTEAutuM2QIBPx7LIMqfYH/my/Cv/5VIPWKiDiz9PR0dbMphsqUKZNry5HC+Jx0BosXL6Z3797MnDmTli1b8t///pc5c+awZ88e7rjjjizl169fzwMPPMD7779Px44dOX78OIMGDaJWrVp8+eWXgJFA6devH/PmzSM8PJw///yTvn370r17d95//3274nKW97tpU/j1V1i+HDp1clgYIiIiNuz9nHT4LDaSwdMTXudNLjz3JlOVGxGRUsLFxaXYPSWX0mvatGn069eP/v37A0bLj++//56YmBgmT56cpfwvv/xCcHAww4YNAyAkJISBAwcydepUa5lNmzbRsmVLevXqBUBwcDA9e/Zky5YtRXBHBcdshn37jG21IBERkeJIHb6diIeHsU5JcWwcIiIiklVqaipxcXFERkba7I+MjGTjxo3ZnhMeHs6xY8dYuXIlZrOZU6dOsWTJEjp06GAtc9999xEXF2dNiBw8eJCVK1falLlRSkoKSUlJNoujHTsGly6BmxvceaejoxEREck7tSBxIpYHqFeuODYOERERyerMmTOkpaUREBBgsz8gIMA6KPyNwsPDWbhwId27d+fKlStcu3aNxx57jBkzZljL9OjRg7///pv77rsPs9nMtWvX+Ne//sWoUaNyjGXy5MmMHz++YG6sgMTFGeu6dUETG4mISHGkFiROxMMDurOIMf9rACNGODocERERyYbphvlrzWZzln0We/bsYdiwYbz++uvExcXx3XffcejQIeuMfQBr1qzhrbfeYubMmfz6668sW7aMr7/+mjfffDPHGKKiokhMTLQuR48eLZibuwVbtxrre+5xbBwiIiL5pRYkTsTTE3xJIuj873CwhqPDERERkUwqV66Mq6trltYip0+fztKqxGLy5Mm0bNmSV155BYCGDRvi4+NDREQEEydOJDAwkLFjx9K7d2/ruCYNGjTg0qVLPP/884wePTrbKbA9PDzwsPTNdRKWBMm99zo2DhERkfxSCxIn4uEBFyhnvLhwwbHBiIiIiA13d3eaNm1KbGyszf7Y2FjCw8OzPSc5OTlLgsMy+49lIsGcypjNZorLZINms1qQiIhI8acWJE7E0zNTgsQJBlsTERERWyNGjKB37940a9aMsLAwZs2aRXx8vLXLTFRUFMePH2fBggUAdOzYkQEDBhATE0Pbtm1JSEhg+PDh3HvvvVSrVs1aZtq0aTRp0oTmzZvz119/MXbsWB577LFcp1J2Jn/9BefPGw97GjRwdDQiIiL5oxYkTsTDA5K4PiezWpCIiIg4ne7duxMdHc2ECRNo3Lgxa9euZeXKlVSvXh2AhIQE4uPjreX79u3LtGnT+PDDDwkNDeXJJ5+kdu3aLFu2zFpmzJgxvPzyy4wZM4Z69erRr18/2rZty3//+98iv7/8srQeady4lA/Q+v77UL58zkvm2Y7+85/cy65enVH2k09yL/v//l9G2aVLcy+7aFFG2ZUrcy87b15G2Z9/zr3sv/+dUXbr1tzLZprmmt9/z73suHEZZQ8dyr3sa69llD11KveyQ4ZklE1Kyr3sc89llE1Ly71sz57YCAjIuexjj9mWDQ7OuWzr1rZl69fPuWzLlrZl77kn57KNG9uWvf/+nMvedZdt2Xbtci4bFGRb9oknci5bsaJt2aefzv09zjyjxcCBuZf955+Msi+9lHvZY8cyyv7f/+Ve9s8/M8q+9VbuZXfuzCirvxGGvPyNKGJqQeJE1IJERETE+b3wwgu88MIL2R6bP39+ln1Dhw5l6NChOdbn5ubGG2+8wRtvvFFQIRY5jT9yXUoKJCbmfDwtLWM7NTX3steu2V/26lXbbXvLXruWe9nUVPvLpqRkbKel2V82PT33spl/DN+s7OXLGdtms/1lIfeyycn2l710KWvZzPebW9mkpJzrvnjR/rI3Pmi9cMH+shcv5lzWMuWmPWXT021fX7qUc9kbx1lKTs79Pc5L2czdFC9ftr/slSu5l818fzcrm/n/e/2NMOTlb0QRM5mLS+dWJ5OUlISfnx+JiYn4+voWSJ3ffgtD2//FX9SCsmXVikRERIqtwviclJw5+v2OiID162HBAujdu8gv71jR0VClCnToYHzpP3Mm57K33w7e3sb2P//A33/nXPa228DHx9hOTDRaROQkMBDKZXrIlsO00wBUrQqWfyMXL8KJEzmXrVLFeJoLxg/RzE/Yb+TvDxUqGNuXL0NuMytVqmQsYPwQOnIk57IVKhh1g/Fj7PDhnMuWL2/EDMaPtYMHcy7r62u8F2D8dztwIOey5coZ7zEYP6L378+5rI+P8d/OYv9+2x/emXl52ba0+OuvrIkFC09PuOOOjNcHD9r+QM7M3d1ojWJx6JDtj97MypSBkJCM10eO5Pzj1NUVamSaSOLo0ayJJgsXF6hZM+P1sWNZE02ZZW6dcuJE1oRQZjVrZiRVEhJy/81Uo4YRNxj/D+X2ozwkJKMJ3OnTRr/BnAQHG+8zGP/PnzuXc9k77shILp07p78RkLe/EQXE3s9JJUjyqTC+iPz0E3R7+G92uzWiSk0/2LMHcpg2UERExJk5+gd7aePo9/u224zv0Fu3QrNmRX55x7l61fjCf+kSbN+etbuCiIg4BXs/J9XFxol4eMAZ/AmvfoK/9jo6GhEREZGbu3Yt42Fk5gfnpcIvvxjJEX9/aNjQ0dGIiMgt0iCtTsTS8ipzV0sRERERZ3b6tNErwNU1o3dDqWEZJLFVq6zjKIiISLGjFiROxMPDWDtwTBoRERGRPDl+3FhXrZrR1d+pJSXBiBFG95iPP87YHxVldG/OjpeX7cwO48YZXWq2bDFe3zjDiIiIFEtKkDgRSwuS2f90hUb7jZHOGjVybFAiIiIiubAkSIpN95r582HuXCObkzlBsn69sWTHMrihxS+/wPffG9tubhAZWSihiohI0VKCxIlYWpDUSvsDftud+wjHIiIiIk6g2CVIYmON9Y0PoV59FZ55JvtzLDNbWAwfDl27Gtv169vORCIiIsWWEiROxNKCJInrTyk0za+IiIg4OcsMkNWqOTYOu1y9CmvWGNtz5tge69jR/noeeaTAQhIREeeh0aSciKUFyQUlSERERKSYKFYtSDZvhosXoXJldWMWEZEslCBxIpYWJNYESVKS44IRERERsUOxSpBYutdo1hkREcmGutg4ETc3MJkgyexr7FALEhEREXFy+epiExsLu3YZzWe7dQN//4xjmzZBjRrGnME//WTMFnOj0NCMgVFTU+HDD3O+Vu3a0KGDsf3nn8a6TZs8BCsiIqWFEiROxGQyWpFcuKwuNiIiIlI85LkFyaFDxhgeHh5GkqNePXjoIeNYWhosWQInT8I77xjHr13LWsdzz2UkSFJS4OWXc75e9+4ZCZKZM43pejUtr4iIZEMJEifj4QFnLlfmmn9V3Cx9bkRERESc0KVLkJhobNudIFm1CtLTITAQ3nvPaC1iERcHX30F//xjJDGuXTOapjz8sG0dYWEZ225u8PTTOV+vRYuMbT8/iImB6tXtDFZEREoTJUicjKcnvMnrPBH7usYOExEREadm6V5Ttiz4+tp5kmUckGeeyUiODBsG587Biy/C6dNGK9orV2DgQKhb19ifEy8v+OQT+67t4gKDBtkZqIiIlDZKkDgZy0w2KSmOjUNERETkZizda+wefyQtDX780di2jANy4ADMmGFsDxxodLdZscIYrP4//ynQeEVERHKj4budjKVXzZUrjo1DRERE5GbyPP7Ir78a3Wd8feGee2D2bKhZ0zhWtqzRHcYyPoilpYmIiEgRUYLEyXh4QAs20WBwBPTp4+hwRERERHKU5wTJ6tXG+qGHjLFDMo8l0qIFlCmT0bLkhx80YL2IiBQpdbFxMp6e4E0yFX5fD+Z/HB2OiIiISI4OHDDWdo95+vTTULky3HGH8bp+/YxjlsHXatfO2DdmDEyffstxioiI2EMJEifj4QFJXB/lLCnJscGIiIiI5OKPP4x13bp2nhAUBAMGZLw2mWDWLFi8GEaNytg3dy58+imMHl2g8YqIiORGXWycjKcnXKCc8ULNSkVERMSJWRIkdercQiUDBhhdbypXztj33HPGYK5VqtxSfCIiInmhFiROxqYFyYULYDYbT1JEREREnMi5c8aMvGDbKyZH8+cb3206dzZakoiIiDgZJUicjE0LkrQ0YzobLy/HBiUiIiJyg337jPXttxsT0NxUdDTs3Gm0FOnZszBDExERyRd1sXEyHh5wCZ+MHRqHRERERJxQnrrXnDplJEcAWrUqtJhERERuhcMTJDNnziQkJARPT0+aNm3KunXrciy7Zs0aTCZTluUPyyf0dUuXLqVevXp4eHhQr149vvzyy1u6blHy9AQzLlzyqWL0u71yxdEhiYiIiGSRpwTJjz8a60aNNK6IiIg4LYcmSBYvXszw4cMZPXo027dvJyIignbt2hEfH5/refv27SMhIcG61KpVy3ps06ZNdO/end69e7Nz50569+5Nt27d2Lx58y1ftyh4eBjrqS+fMp622D1vnoiIiEjRyVOCJDbWWLdpU2jxiIiI3CqHJkimTZtGv3796N+/P3Xr1iU6OpqgoCBiYmJyPa9KlSpUrVrVuri6ulqPRUdH06ZNG6KioqhTpw5RUVG0atWK6OjoW75uUfD0NNZqOCIiIiLOzO4EidlszFID0Lp1ocYkIiJyKxyWIElNTSUuLo7IyEib/ZGRkWzcuDHXc5s0aUJgYCCtWrXip59+sjm2adOmLHW2bdvWWmd+r5uSkkJSUpLNUhgsLUhSUgqlehEREblFee2mu3DhQho1aoS3tzeBgYE8++yznD171qbM+fPnGTx4MIGBgXh6elK3bl1WrlxZmLdxS1JT4cABY/umCZI//4SjR8HdHSIiCj02ERGR/HJYguTMmTOkpaUREBBgsz8gIICTJ09me05gYCCzZs1i6dKlLFu2jNq1a9OqVSvWrl1rLXPy5Mlc68zPdQEmT56Mn5+fdQkqpOnpLC1I2q4dDfffD999VyjXERERkbzLazfd9evX06dPH/r168fu3bv54osv2Lp1K/3797eWSU1NpU2bNhw+fJglS5awb98+Zs+ezW233VZUt5Vnhw8bk+35+EC1ajcp/PvvUKYMtGwJ3t5FEZ6IiEi+OHyaX5PJZPPabDZn2WdRu3ZtateubX0dFhbG0aNHeffdd7n//vvzVGdergsQFRXFiBEjrK+TkpIKJUliaUFS+dw+2L4ODh4s8GuIiIhI/mTupgtG197vv/+emJgYJk+enKX8L7/8QnBwMMOGDQMgJCSEgQMHMnXqVGuZefPmce7cOTZu3EiZMmUAqO7kY5BZGsAEBEAuX58MTzwB587B6dOFHpeIiMitcFgLksqVK+Pq6pql1cbp06eztO7ITYsWLdi/f7/1ddWqVXOtM7/X9fDwwNfX12YpDJYWJEmuFY2Nc+cK5ToiIiKSN/npphseHs6xY8dYuXIlZrOZU6dOsWTJEjp06GAts2LFCsLCwhg8eDABAQGEhoYyadIk0tLScoylqLr+5uT8eWNdvrydJ5QtC3feWUjRiIiIFAyHJUjc3d1p2rQpsZZRza+LjY0lPDzc7nq2b99OYGCg9XVYWFiWOletWmWts6CuW1gsLUgSlSARERFxKvnpphseHs7ChQvp3r077u7uVK1alfLlyzNjxgxrmYMHD7JkyRLS0tJYuXIlY8aM4b333uOtt97KMZai6vqbkzwnSERERIoBh85iM2LECObMmcO8efPYu3cvL730EvHx8QwaNAgwurX06dPHWj46Oprly5ezf/9+du/eTVRUFEuXLmXIkCHWMi+++CKrVq1iypQp/PHHH0yZMoXVq1czfPhwu6/rSD4+xvocSpCIiIg4o7x0092zZw/Dhg3j9ddfJy4uju+++45Dhw7ZfOdIT0+nSpUqzJo1i6ZNm9KjRw9Gjx6d6+x6UVFRJCYmWpejR48WzM3Zye4Eydatxphqmb6HiYiIOCuHjkHSvXt3zp49y4QJE0hISCA0NJSVK1da+90mJCTYDHqWmprKyJEjOX78OF5eXtSvX59vvvmG9u3bW8uEh4ezaNEixowZw9ixY6lRowaLFy+mefPmdl/XkSwJkrPpFYwNJUhEREScQn666U6ePJmWLVvyyiuvANCwYUN8fHyIiIhg4sSJBAYGEhgYSJkyZXB1dbWeV7duXU6ePElqairu7u5Z6vXw8MDD0uzUAexOkBw6BDeZ5UdERMRZOHyQ1hdeeIEXXngh22Pz58+3ef3qq6/y6quv3rTOrl270rVr13xf15EsCZLT19SCRERExJlk7qbbpUsX6/7Y2Fg6deqU7TnJycm4udl+3bIkQsxmMwAtW7bks88+Iz09HRcXo3Hvn3/+SWBgYLbJEWdgd4Lk1CljnYfx5URERBzFoV1sJCtLguTU1Yrg7g6ZniaJiIiIY+W1e3DHjh1ZtmwZMTExHDx4kA0bNjBs2DDuvfdeql2fH/df//oXZ8+e5cUXX+TPP//km2++YdKkSQwePNgh92iPPCdIqlQpxGhEREQKhsNbkIgtS4Lkx/QH4coVO+bOExERkaKS1+7Bffv25cKFC3z44Ye8/PLLlC9fnocffpgpU6ZYywQFBbFq1SpeeuklGjZsyG233caLL77Ia6+9VuT3Zy+1IBERkZJICRInU7assb6UbALlRkRERJxOXroHAwwdOpShQ4fmWmdYWBi//PJLQYRXJJQgERGRkkhdbJyMpQXJpUtwvWuyiIiIiFNRgkREREoiJUicjCVBkpYG6d26Q0QEnDjh2KBEREREMrE7QQLGeGpKkIiISDGgLjZOxpIgATCtXQunT8Lp03B9IDcRERERR7M7QbJ5M6SnF3I0IiIiBUMtSJyMm5sxeQ3ANT9N9SsiIiLOxWzOYwsSFxdjERERcXL6tHJCllYk18opQSIiIiLO5coVSE01tu1KkIiIiBQTSpA4IctMNilllSARERER52JpPeLikvGdJVvbt8P998NNZvARERFxFhqDxAlZWpCkeCtBIiIiIs4lc/cakymXgocOwbp1cPVqEUQlIiJy69SCxAlZEiTJXkqQiIiIiHPRFL8iIlJSKUHihCwJkkvuFY0RW69dc2xAIiIiItcpQSIiIiWVEiROyJIgiWszyhgJbdo0xwYkIiIicp3dCZLTp411lSqFGI2IiEjB0RgkTsiSILl42RVy69srIiIiUsTUgkREREoqtSBxQpYR4S9dcmwcIiIiIjf65x9jrQSJiIiUNEqQOCFLC5Iyxw9Dp07w+OMOjUdERETEwq4WJGYzeHgY09zUrFkEUYmIiNw6dbFxQpYEyeVL6bBiBXh7OzYgERERkevsSpCYTPDDD8ZMfDdtaiIiIuIc1ILECVkSJH+nXZ/mNzkZLl92XEAiIiIi19k9BglAxYrgoq+bIiJSPOgTywlZEiRnrvoZ0/xCxkjwIiIiIg5kV4LkypUiiERERKRgKUHihKyDtCabMgY2swx0JiIiIuJAN02QJCUZLUciIuDixSKKSkRE5NYpQeKELC1ILl1CCRIRERFxKpZGrRUr5lDg55+NrsEnT2Y89RERESkGlCBxQjYJkqpVjRcnTzosHhEREREw8h7x8cZ2rVo5FIqNNdatWxdJTCIiIgVFCRInlKUFiYeHMVCriIiIiAPt32/M4FuhAvj751DIkiBp06bI4hIRESkImubXCdkkSGbOhNmzjenyRERERBzojz+MdZ06OXw1OXbMKOTiAg89VKSxiYiI3ColSJyQJUFy8SIZs9iIiIiIOFjmBEm2Vq821s2aGc1MREREihF1sXFC1llsLjk2DhEREZHMbpogUfcaEREpxtSCxAll7mJj/nM/pldfMcYhWbzYsYGJiIhIqXbTBMkjjxjjprVvX2QxiYiIFBQlSJyQJUGSng6pl9Pw+Oor8PNzbFAiIiJSqqWnw759xnaOCZLevY1FRESkGFIXGydkSZAAXCp3fZrfxES4csUxAYmIiEipd+yY0TikTBkICXF0NCIiIgVPCRIn5Opq9KgBuOjqlzFQ66lTjgtKRERESjVL95qaNY0kSRbffAMHDxZpTCIiIgVJCRInZZ3J5pIJAgKMF0qQiIiI5FlwcDATJkwgPj6+QOqbOXMmISEheHp60rRpU9atW5dr+YULF9KoUSO8vb0JDAzk2Wef5ezZs9mWXbRoESaTic6dOxdIrAUp1/FHUlKgWzeoUQN27y7SuERERAqKEiROymYmG0uC5ORJh8UjIiJSXL388st89dVX3HnnnbRp04ZFixaRkpKSr7oWL17M8OHDGT16NNu3byciIoJ27drlmHxZv349ffr0oV+/fuzevZsvvviCrVu30r9//yxljxw5wsiRI4mIiMhXbIXtyBFjfeed2RzctMnof1OlCtSrV6RxiYiIFBSHJ0jy+hTGYsOGDbi5udG4cWOb/Q8++CAmkynL0qFDB2uZcePGZTletWrVgrytW5Z5JhsssakFiYiISJ4NHTqUuLg44uLiqFevHsOGDSMwMJAhQ4bw66+/5qmuadOm0a9fP/r370/dunWJjo4mKCiImJiYbMv/8ssvBAcHM2zYMEJCQrjvvvsYOHAg27ZtsymXlpbGU089xfjx47kz2wyE41m+hmT7lWn1amPdujWYTEUWk4iISEFyaIIkr09hLBITE+nTpw+tWrXKcmzZsmUkJCRYl99//x1XV1eefPJJm3L169e3Kbdr164CvbdbZZMgCQgALy+4fNmhMYmIiBRnjRo1Yvr06Rw/fpw33niDOXPmcM8999CoUSPmzZuH2WzO9fzU1FTi4uKIjIy02R8ZGcnGjRuzPSc8PJxjx46xcuVKzGYzp06dYsmSJTYPbgAmTJiAv78//fr1s+teUlJSSEpKslkKmyVBYmnYauOnn4x1mzaFHoeIiEhhcWiCJK9PYSwGDhxIr169CAsLy3KsYsWKVK1a1brExsbi7e2dJUHi5uZmU87f379A7+1WWccguQjExBiZkmHDHBqTiIhIcXb16lX+97//8dhjj/Hyyy/TrFkz5syZQ7du3Rg9ejRPPfVUruefOXOGtLQ0Am7IEAQEBHAyh26w4eHhLFy4kO7du+Pu7k7VqlUpX748M2bMsJbZsGEDc+fOZfbs2Xbfy+TJk/Hz87MuQUFBdp+bX5YESZUq2Rw8ftxY161b6HGIiIgUFoclSPLzFAbgo48+4sCBA7zxxht2XWfu3Ln06NEDn8xz5wL79++nWrVqhISE0KNHDw7eZNT1on5S4+trrC9cwBgqXs1VRURE8uXXX39l6NChBAYGMnToUOrXr8/vv//O+vXrefbZZxk9ejQrVqzgyy+/tKs+0w2fyWazOcs+iz179jBs2DBef/114uLi+O677zh06BCDBg0C4MKFCzz99NPMnj2bypUr231PUVFRJCYmWpejR4/afW5+5dqC5J9/jHWFCoUeh4iISGFxc9SF8/MUZv/+/YwaNYp169bh5nbz0Lds2cLvv//O3LlzbfY3b96cBQsWcNddd3Hq1CkmTpxIeHg4u3fvplKlStnWNXnyZMaPH2/n3d268uWN9fnzRXZJERGREumee+6hTZs2xMTE0LlzZ8pkM0dtvXr16NGjR671VK5cGVdX1yzfU06fPp3l+4zF5MmTadmyJa+88goADRs2xMfHh4iICCZOnMipU6c4fPgwHTt2tJ6Tnp4OGK1d9+3bR40aNbLU6+HhgYeHR+43XoDS0uDMGWM7y62mpYHlwZESJCIiUow5LEFiYe9TmLS0NHr16sX48eO566677Kp77ty5hIaGcu+999rsb9eunXW7QYMGhIWFUaNGDT7++GNGjBiRbV1RUVE2x5KSkgq1OatNguToURg6FK5cge++K7RrioiIlEQHDx6kevXquZbx8fHho48+yrWMu7s7TZs2JTY2li5dulj3x8bG0qlTp2zPSU5OzvJQx9XVFTC+89SpUyfLOGhjxozhwoULTJ8+vUi6ztjjzBlITzcatGbplWw2w6JFRisSJUhERKQYc1iCJK9PYS5cuMC2bdvYvn07Q4YMAYwnLGazGTc3N1atWsXDDz9sLZ+cnMyiRYuYMGHCTWPx8fGhQYMG7N+/P8cyRf2kxiZB4u4OX31lfCu5etXociMiIiJ2OX36NCdPnqR58+Y2+zdv3oyrqyvNmjWzu64RI0bQu3dvmjVrRlhYGLNmzSI+Pt7aZSYqKorjx4+zYMECADp27MiAAQOIiYmhbdu2JCQkMHz4cO69916qVasGQGhoqM01yl//EnDjfkeydK+pVAmyNOJ1c4Pu3Ys8JhERkYLmsDFIMj+FySw2Npbw8PAs5X19fdm1axc7duywLoMGDaJ27drs2LEjy5ee//3vf6SkpPD000/fNJaUlBT27t1LYGDgrd1UAbJJkPj7G0kSszljEDQRERGxy+DBg7Mdo+P48eMMHjw4T3V1796d6OhoJkyYQOPGjVm7di0rV660tlBJSEiwmY2vb9++TJs2jQ8//JDQ0FCefPJJateuzbJly27tpopYruOPiIiIlBAO7WKTl6cwLi4uWZ6kVKlSBU9Pz2yfsMydO5fOnTtnO6bIyJEj6dixI3fccQenT59m4sSJJCUl8cwzzxTOjeaDTYLExQWCguDAAaO7TXCw4wITEREpZvbs2cPdd9+dZX+TJk3Ys2dPnut74YUXeOGFF7I9Nn/+/Cz7hg4dytChQ+2uP7s6HO30aWOdbYLk2DHYvBnuuAPuuadI4xIRESlIDk2QdO/enbNnzzJhwgQSEhIIDQ3N9SmMvf7880/Wr1/PqlWrsj1+7NgxevbsyZkzZ/D396dFixb88ssvN+2fXJSyDNJqSZDk4/0QEREpzTw8PDh16hR33nmnzf6EhAS7Bn2Xm7QgWb8eevaEBx+En34qyrBEREQKlMO/FeT1KUxm48aNY9y4cVn233XXXZjN5hzPW7RoUV5CdIgsCZI77jDWRTCNn4iISEnSpk0boqKi+Oqrr/Dz8wPg/Pnz/N///R9t2rRxcHTFgyVBUqVKNgc1xa+IiJQQDk+QSPaybUECakEiIiKSR++99x73338/1atXp0mTJgDs2LGDgIAAPvnkEwdHVzzk2oJECRIRESkhlCBxUtm2IPHygrQ0B0UkIiJSPN1222389ttvLFy4kJ07d+Ll5cWzzz5Lz549KaOZ4eyiBImIiJQGSpA4qestgLl06frMvs89BwMGGFP9ioiISJ74+Pjw/PPPOzqMYivXBMm5c8ZaCRIRESnmlCBxUpYECUBSElSqpP9UIiIit2LPnj3Ex8eTmppqs/+xxx5zUETFh1qQiIhIaaBf3U7KzQ3KloWLF41uNtnMViwiIiJ2OHjwIF26dGHXrl2YTCbrQO6m660y09R9NVfp6TeZ5teSIKlYschiEhERKQwu+Tnp6NGjHDt2zPp6y5YtDB8+nFmzZhVYYJLNOCS9e8Pdd8P+/Q6KSEREpPh58cUXCQkJ4dSpU3h7e7N7927Wrl1Ls2bNWLNmjaPDc3rnz8O1a8Z2trPYREVBTAzce29RhiUiIlLg8pUg6dWrFz9dn+f+5MmTtGnThi1btvB///d/TJgwoUADLM2yJEh27IDt2+HQIccEJCIiUgxt2rSJCRMm4O/vj4uLCy4uLtx3331MnjyZYcOGOTo8p2fpXuPnBx4e2RSIjIRBg+DOO4s0LhERkYKWrwTJ77//zr3XnxL873//IzQ0lI0bN/LZZ58xf/78goyvVMt2JhtQgkRERCQP0tLSKFu2LACVK1fmxIkTAFSvXp19+/Y5MrRi4cIFY515fDQREZGSKF9jkFy9ehWP648QVq9ebR3crE6dOiQkJBRcdKVclgRJzZrG+sABB0QjIiJSPIWGhvLbb79x55130rx5c6ZOnYq7uzuzZs3iTrV6uKnLl421l1c2B69dg6++MgZofeABcHUt0thEREQKUr5akNSvX5///Oc/rFu3jtjYWB555BEATpw4QSWNJlpgckyQ/PWXA6IREREpnsaMGUN6ejoAEydO5MiRI0RERLBy5Uo++OADB0fn/HJNkPzzD3TtCq1awfXBb0VERIqrfLUgmTJlCl26dOGdd97hmWeeoVGjRgCsWLHC2vVGbl2WBEmtWsZaCRIRERG7tW3b1rp95513smfPHs6dO0eFChWsM9lIzm6aIAEoV86Ygk9ERKQYy9cn2YMPPsiZM2dISkqiQqY5759//nm8vb0LLLjSLtcWJOnp4JKvBkAiIiKlxrVr1/D09GTHjh2EhoZa91fUlLR2sytBovdTRERKgHz9wr58+TIpKSnW5MiRI0eIjo5m3759VMl2/jfJjywJkurVwccHQkIy7RQREZGcuLm5Ub16ddLS0hwdSrFlV4Ik0wMzERGR4ipfCZJOnTqxYMECAM6fP0/z5s1577336Ny5MzExMQUaYGlmGS3emgspUwaSkmD3bj2pERERsdOYMWOIiori3Llzjg6lWMo1QWJ5T5UgERGREiBfCZJff/2ViIgIAJYsWUJAQABHjhxhwYIFGuysAGVpQQLqViMiIpJHH3zwAevWraNatWrUrl2bu+++22aR3F25Yqw9PbM5qBYkIiJSguRrDJLk5GTKlSsHwKpVq3j88cdxcXGhRYsWHDlypEADLM2yTZCIiIhInnTu3NnRIRRrubYg+ftvY60EiYiIlAD5SpDUrFmT5cuX06VLF77//nteeuklAE6fPo2vr2+BBliaZZsg+fZbGDMGGjSA+fOLPigREZFi5o033nB0CMVargmSvn3B3x+Cg4swIhERkcKRrwTJ66+/Tq9evXjppZd4+OGHCQsLA4zWJE2aNCnQAEuzbBMkZjP8+itcu+aAiERERKS0yTVBEhwMgwcXZTgiIiKFJl8Jkq5du3LfffeRkJBAo0aNrPtbtWpFly5dCiy40s6SILl40ciHuLlhO9Wv2Qwmk6PCExERKRZcXFww5fJ5qRlucpdrgkRERKQEyVeCBKBq1apUrVqVY8eOYTKZuO2227j33nsLMrZSr0IFI/9hNsPZsxAQgDHFb5kykJwMR4/CHXc4OkwRERGn9uWXX9q8vnr1Ktu3b+fjjz9m/PjxDoqq+MgxQfLZZ3DhAjz6KNx2W5HHJSIiUtDylSBJT09n4sSJvPfee1y8eBGAcuXK8fLLLzN69GhcNNNKgXB1hUqV4MwZOH36eoKkTBmoXRt+/91YlCARERHJVadOnbLs69q1K/Xr12fx4sX069fPAVEVHzkmSN57z+j2+8kn8PTTRR6XiIhIQctXJmP06NF8+OGHvP3222zfvp1ff/2VSZMmMWPGDMaOHVvQMZZqVaoYa8sg8QCEhhrr338v8nhERERKiubNm7N69WpHh+H0sk2QnD0L27cb261bF3lMIiIihSFfLUg+/vhj5syZw2OPPWbd16hRI2677TZeeOEF3nrrrQILsLTz9zfWp09n2mlJkOzeXeTxiIiIlASXL19mxowZ3H777Y4OxelduWKsbRIk+/cbfYDvuAOqVnVIXCIiIgUtXwmSc+fOUadOnSz769Spw7lz5245KMlgaUFikyBp2BDuuut6nxsRERHJTYUKFWwGaTWbzVy4cAFvb28+/fRTB0ZWPFhakHh6Ztp56pSxVnJERERKkHx1sWnUqBEffvhhlv0ffvghDRs2vOWgJEO2XWw6doR9+2DqVIfEJCIiUpy8//77NssHH3zA119/zZEjR2xaw9pr5syZhISE4OnpSdOmTVm3bl2u5RcuXEijRo3w9vYmMDCQZ599lrNnz1qPz549m4iICCpUqECFChVo3bo1W7ZsyXNchSXbLjaWJzeWLyoiIiIlQL5akEydOpUOHTqwevVqwsLCMJlMbNy4kaNHj7Jy5cqCjrFUy7aLjYiIiNitb9++BVbX4sWLGT58ODNnzqRly5b897//pV27duzZs4c7shk4ff369fTp04f333+fjh07cvz4cQYNGkT//v2ts+usWbOGnj17Eh4ejqenJ1OnTiUyMpLdu3dzmxPMDpNtgsTSgkStWUVEpATJVwuSBx54gD///JMuXbpw/vx5zp07x+OPP87u3bv56KOPCjrGUi3bLjYWZjOkpBRpPCIiIsXNRx99xBdffJFl/xdffMHHH3+cp7qmTZtGv3796N+/P3Xr1iU6OpqgoCBiYmKyLf/LL78QHBzMsGHDCAkJ4b777mPgwIFs27bNWmbhwoW88MILNG7cmDp16jB79mzS09P54Ycf8najhUQJEhERKS3yPR9vtWrVeOutt1i6dCnLli1j4sSJ/PPPP3n+oiG5s7QgseliA/DWW1C+PEyZUtQhiYiIFCtvv/02lStXzrK/SpUqTJo0ye56UlNTiYuLIzIy0mZ/ZGQkGzduzPac8PBwjh07xsqVKzGbzZw6dYolS5bQoUOHHK+TnJzM1atXqVixYo5lUlJSSEpKslkKS7YJkjFj4JdfQFMki4hICZLvBIkUjRxbkHh4QFIS7NpV5DGJiIgUJ0eOHCEkJCTL/urVqxMfH293PWfOnCEtLY2AG1pNBAQEcPLkyWzPCQ8PZ+HChXTv3h13d3eqVq1K+fLlmTFjRo7XGTVqFLfddhutc5k+d/Lkyfj5+VmXoKAgu+8jr7JNkAQEQPPmcOedhXZdERGRoqYEiZPLdpBWgMaNjfWvvxZlOCIiIsVOlSpV+O2337Ls37lzJ5UqVcpzfZlnxAFjVpwb91ns2bOHYcOG8frrrxMXF8d3333HoUOHGDRoULblp06dyueff86yZcvwtJk2xlZUVBSJiYnW5ejRo3m+D3tlmyAREREpgfI1SKsUHUsXm/PnITUV3N2vH2ja1FgfPAjnzkEuzXBFRERKsx49ejBs2DDKlSvH/fffD8DPP//Miy++SI8ePeyup3Llyri6umZpLXL69OksrUosJk+eTMuWLXnllVcAaNiwIT4+PkRERDBx4kQCAwOtZd99910mTZrE6tWrbzoroIeHBx4eHnbHnl9paXD1qrFtkyAZNw78/IwuNr6+hR6HiIhIUchTC5LHH3881+Wll17KcwB5nSrPYsOGDbi5udHY0pLiuvnz52MymbIsV65cKZDrFrUKFcDV1di2aUVSoQLUrGlsZxroTURERGxNnDiR5s2b06pVK7y8vPDy8iIyMpKHH344T2OQuLu707RpU2JjY232x8bGEh4enu05ycnJuLjYft1yvf7Bbjabrfveeecd3nzzTb777juaNWtmd0yFLfPXJ2uCJDUVxo+HESMysiciIiIlQJ5akPj5+d30eJ8+feyuL69T5VkkJibSp08fWrVqxSnLKOqZ+Pr6sm/fPpt9mZup5ve6juDiYrQiOXnSSJDYzPbXrBn89Rds3Qo3DBgnIiIiBnd3dxYvXszEiRPZsWMHXl5eNGjQgOrVq+e5rhEjRtC7d2+aNWtGWFgYs2bNIj4+3tplJioqiuPHj7NgwQIAOnbsyIABA4iJiaFt27YkJCQwfPhw7r33XqpVqwYY3WrGjh3LZ599RnBwsLWFStmyZSlbtmwBvQv5Y+leA2D9KmUZGM3NzXhgIyIiUkLkKUFS0FP4Zp4qDyA6Oprvv/+emJgYJk+enON5AwcOpFevXri6urJ8+fIsx00mE1WrVi3w6zqKJUGSZaDWe+6BRYvUgkRERMQOtWrVolatWrdUR/fu3Tl79iwTJkwgISGB0NBQVq5caU22JCQk2Az82rdvXy5cuMCHH37Iyy+/TPny5Xn44YeZkmkWupkzZ5KamkrXrl1trvXGG28wbty4W4r3VlkSJGXKZLRotU7xW6WK8SRHRESkhHDYp1p+psoDI0lz4MAB3njjjRzLXLx4kerVq3P77bfz6KOPsn379lu+blFOp3ejHGeyadkS2raFiIgii0VERKS46dq1K2+//XaW/e+88w5PPvlknut74YUXOHz4MCkpKcTFxVnHNQGjq++aNWtsyg8dOpTdu3eTnJzMiRMn+PTTT7ktU5PQw4cPYzabsyyOTo5ADgO0WhIkOYy7IiIiUlw5LEGSn6ny9u/fz6hRo1i4cCFubtk3fqlTpw7z589nxYoVfP7553h6etKyZUv279+f7+tC0U6ndyPLQK1ZZrJp3hy++87oAywiIiLZ+vnnn+nQoUOW/Y888ghr1651QETFR64JEssTHBERkRLC4e0i7Z0qLy0tjV69ejF+/HjuuuuuHOtr0aIFTz/9NI0aNSIiIoL//e9/3HXXXcyYMSNf17Uoyun0bpRjCxIRERG5qYsXL+JunQYuQ5kyZYq0RWhxpBYkIiJSmjgsQZLXqfIuXLjAtm3bGDJkCG5ubri5uTFhwgR27tyJm5sbP/74Y7bXcXFx4Z577rG2IMnPFH1gTKfn6+trsxQVS4IkSwsSi9On4fffiyweERGR4iQ0NJTFixdn2b9o0SLq1avngIiKDyVIRESkNMnTIK0FKfNUeV26dLHuj42NpVOnTlnK+/r6smvXLpt9M2fO5Mcff2TJkiWEhIRkex2z2cyOHTto0KBBvq7rDCwJkmwm7IElS+DJJyEsDHIZQ0VERKS0Gjt2LE888QQHDhzg4YcfBuCHH37gs88+Y8mSJQ6OzrlZpvm1SZBERUHPnlC5skNiEhERKSwOS5BA3qbKc3FxITQ01Ob8KlWq4OnpabN//PjxtGjRglq1apGUlMQHH3zAjh07+Pe//233dZ3N9VkAOX48m4NNmxrrbdsgORm8vYssLhERkeLgscceY/ny5UyaNIklS5bg5eVFo0aN+PHHH4u0RWhxlG0LkipVNP6IiIiUSA5NkOR1qjx7nD9/nueff56TJ0/i5+dHkyZNWLt2Lffee6/d13U2t99urI8dy+ZgcLBR4Ngx2LwZHnqoKEMTEREpFjp06GAdqPX8+fMsXLiQ4cOHs3PnTtLS0hwcnfPKNkEiIiJSQpnMZrPZ0UEUR0lJSfj5+ZGYmFjoT5/Ons1oxXr5Mnh63lDgqafgs89g3DjIZfpjERGRolKUn5P2+vHHH5k3bx7Lli2jevXqPPHEEzzxxBM0adLE0aHdssJ6v+fMgQEDoGNHWLHi+s4JE6BsWXjuOShfvsCuJSIiUljs/Zx0aAsSsU/FikZS5MoVOHEC7rzzhgL3328kSDRVoYiIiI1jx44xf/585s2bx6VLl+jWrRtXr15l6dKlGqDVDpYWJNaHM2lpMH48pKdDr14Oi0tERKQwOHyaX7k5k+km3WwiIoz1pk2QklJkcYmIiDiz9u3bU69ePfbs2cOMGTM4ceIEM2bMcHRYxUqWLjZnzhjJEZNJg7SKiEiJowRJMZFrgqRuXWOqvcuXYcOGIo1LRETEWa1atYr+/fszfvx4OnTogKurq6NDKnayJEgsU+pVrgxuaogsIiIlixIkxUSuCRKTyegP/Mkn0LhxUYYlIiLitNatW8eFCxdo1qwZzZs358MPP+Tvv/92dFjFSo4JkoAAh8QjIiJSmJQgKSZyTZAAPP88PP20MWCJiIiIEBYWxuzZs0lISGDgwIEsWrSI2267jfT0dGJjY7lw4YKjQ3R6V64YayVIRESkNFCCpJi4aYJEREREsuXt7c1zzz3H+vXr2bVrFy+//DJvv/02VapU4bHHHnN0eE5NLUhERKQ0UYKkmAgKMta5Jkj+/BOmToVvvy2SmERERIqb2rVrM3XqVI4dO8bnn3/u6HCcnhIkIiJSmihBUkxYWpAcPZpLoUWL4LXXYM6cIolJRESkuHJ1daVz586sWLHC0aE4tSwJkldegS1bYPBgh8UkIiJSWJQgKSYsCZJTpyA1NYdCjz5qrL/7Di5dKpK4REREpOTKkiDx94d77oEaNRwWk4iISGFRgqSYqFwZ3N3BbIaEhBwKNWkCISGQnGwkSURERERugSVB4unp2DhERESKghIkxYSLC9x2m7Gd4zgkJhN07WpsL1lSJHGJiIhIyZWlBcmbb8J778G5cw6LSUREpLAoQVKM2DUOiSVB8vXXGd9qRERERPLBJkGSng4TJsDIkerKKyIiJZISJMVI9erG+tChXArdc48x5c3Fi+pmIyIiIrfkyhVj7eUF/PMPXLtm7KhSxWExiYiIFBYlSIoRy3hoBw7kUshkgm7dwMcHTpwokrhERESkZEpJMdYeHmRM8Vu+/PUdIiIiJYsSJMVIzZrGOtcECcCoUXDypKbgExERkVtimTnP3R04fdp4ERDgsHhEREQKk5ujAxD72dWCBIwpb0RERERu0dWrxrpMGTJakChBIiIiJZRakBQjlgTJsWMZfYJzZTbD7t2FGpOIiIiUXEqQiIhIaaIESTHi7w/lyhl5j1wHagVIS4MWLSA0FDZvLpL4REREpGSx6WLz99/GC39/h8UjIiJSmJQgKUZMpjx0s3F1hbp1je3p0ws1LhERESmZbFqQDB4MW7ca0/yKiIiUQEqQFDN2J0gAhg0z1l98oRltREREJE/M5hsSJFWrQrNmEBLi0LhEREQKixIkxUyeEiR33w333QfXrkFMTKHGJSIiUlrMnDmTkJAQPD09adq0KevWrcu1/MKFC2nUqBHe3t4EBgby7LPPcvbsWZsyS5cupV69enh4eFCvXj2+/PLLwrwFu6SlGUkSuN7FRkREpIRTgqSYsUz1+9dfdp7w4ovG+t//hqSkQolJRESktFi8eDHDhw9n9OjRbN++nYiICNq1a0d8fHy25devX0+fPn3o168fu3fv5osvvmDr1q3079/fWmbTpk10796d3r17s3PnTnr37k23bt3Y7OAxxCytR+B6C5IvvoApU+C33xwWk4iISGFSgqSYyVMLEoAuXaB2bfjnHyNJIiIiIvk2bdo0+vXrR//+/albty7R0dEEBQURk0NLzV9++YXg4GCGDRtGSEgI9913HwMHDmTbtm3WMtHR0bRp04aoqCjq1KlDVFQUrVq1Ijo6uojuKntZEiQffwyjRkFcnMNiEhERKUxKkBQzlgTJoUNG09ebcnWFMWOM7W+/zWgrKyIiInmSmppKXFwckZGRNvsjIyPZuHFjtueEh4dz7NgxVq5cidls5tSpUyxZsoQOHTpYy2zatClLnW3bts2xToCUlBSSkpJsloJmmcEGridIkpONF15eBX4tERERZ6AESTFz++3g6Wk81Tl40M6TevSAZcvgp5+MqXBEREQkz86cOUNaWhoBAQE2+wMCAjh58mS254SHh7Nw4UK6d++Ou7s7VatWpXz58syYMcNa5uTJk3mqE2Dy5Mn4+flZl6CgoFu4s+xZWpC4uBjPW6wJEm/vAr+WiIiIM1CCpJjJPHvv7t12nuTmZnS1cXUttLhERERKC9MNDxvMZnOWfRZ79uxh2LBhvP7668TFxfHdd99x6NAhBg0alO86AaKiokhMTLQuR48ezefd5MxmBhtQgkREREo8JUiKofr1jbXdCZLMkpNh5coCjUdERKQ0qFy5Mq6urlladpw+fTpLCxCLyZMn07JlS1555RUaNmxI27ZtmTlzJvPmzSMhIQGAqlWr5qlOAA8PD3x9fW2WgmbpYmOdwUYJEhERKeGUICmGLAmSPXvyeOLZs3DXXfDYY7BjR0GHJSIiUqK5u7vTtGlTYmNjbfbHxsYSHh6e7TnJycm4uNh+3XK93qLTfH1csLCwsCx1rlq1Ksc6i4pakIiISGmjBEkxlO8WJJUqQXi4Mbrr88/bOcqriIiIWIwYMYI5c+Ywb9489u7dy0svvUR8fLy1y0xUVBR9+vSxlu/YsSPLli0jJiaGgwcPsmHDBoYNG8a9995LtWrVAHjxxRdZtWoVU6ZM4Y8//mDKlCmsXr2a4cOHO+IWrZQgERGR0sbN0QFI3lkSJH/8YeQ48jS0yPTpsGoVbN1qTPs7bFihxCgiIlISde/enbNnzzJhwgQSEhIIDQ1l5cqVVK9eHYCEhATi4+Ot5fv27cuFCxf48MMPefnllylfvjwPP/wwU6ZMsZYJDw9n0aJFjBkzhrFjx1KjRg0WL15M8+bNi/z+MsvSxWbVKrh0CQphQFgRERFnYDKbNe9rfiQlJeHn50diYmKh9PvNTXo6lC0Lly/Dvn1Gr5k8+c9/4F//Mqbp+/VXqFOnUOIUEZHSy5Gfk6VRYbzfmzYZDU/vvBMOHCiQKkVERBzC3s9JdbEphlxc8jGTTWbPPw9t2hgZlqeeynhEJCIiInJdli42IiIiJZzDEyQzZ84kJCQET09PmjZtyrp16+w6b8OGDbi5udG4cWOb/bNnzyYiIoIKFSpQoUIFWrduzZYtW2zKjBs3DpPJZLNUrVq1oG6pSNzSTDYuLjB/PlSsaLQgmTSpIEMTERGREsCmi83Fi/DuuxAT49CYRERECpNDEySLFy9m+PDhjB49mu3btxMREUG7du1s+u5mJzExkT59+tCqVassx9asWUPPnj356aef2LRpE3fccQeRkZEcP37cplz9+vVJSEiwLrt27SrQeytslgTJ77/ns4Jq1eCjjyAyEoYOLbC4REREpGSwaUFy5gy88gq8/LJDYxIRESlMDk2QTJs2jX79+tG/f3/q1q1LdHQ0QUFBxNzk6cTAgQPp1asXYWFhWY4tXLiQF154gcaNG1OnTh1mz55Neno6P/zwg005Nzc3qlatal38/f0L9N4KW8OGxvqWZut97DH47jtjdhsRERGRTGwSJJrBRkRESgGHJUhSU1OJi4sjMjLSZn9kZCQbN27M8byPPvqIAwcO8MYbb9h1neTkZK5evUrFihVt9u/fv59q1aoREhJCjx49OHjwYK71pKSkkJSUZLM4UtOmxnrfPrilUEymjO2YGPjzz1uKS0REREoGmy42SpCIiEgp4LAEyZkzZ0hLSyMgIMBmf0BAACdPnsz2nP379zNq1CgWLlyIm5t9MxSPGjWK2267jdatW1v3NW/enAULFvD9998ze/ZsTp48SXh4OGfPns2xnsmTJ+Pn52ddghw8xV2VKhmz7G3fXgAVfvghvPCCMXjr4cMFUKGIiIgUZ2pBIiIipY3DB2k1ZW7BAJjN5iz7ANLS0ujVqxfjx4/nLjvntZ06dSqff/45y5Ytw9PT07q/Xbt2PPHEEzRo0IDWrVvzzTffAPDxxx/nWFdUVBSJiYnW5ejRo3bFUJgsrUji4gqgsm7doHZtiI+HBx+EQ4cKoFIREREprpQgERGR0sZhCZLKlSvj6uqapbXI6dOns7QqAbhw4QLbtm1jyJAhuLm54ebmxoQJE9i5cydubm78+OOPNuXfffddJk2axKpVq2hoGbAjBz4+PjRo0ID9+/fnWMbDwwNfX1+bxdEKNEFSpQr8+CPUqgVHjkDLlvDbbwVQsYiIiBRHNl1sLl82XihBIiIiJZjDEiTu7u40bdqU2NhYm/2xsbGEh4dnKe/r68uuXbvYsWOHdRk0aBC1a9dmx44dNG/e3Fr2nXfe4c033+S7776jWbNmN40lJSWFvXv3EhgYeOs3VoQst1YgCRIwZrZZswYaNICEBIiIgK++KqDKRUREpDjJtgWJl5fD4hERESls9g3kUUhGjBhB7969adasGWFhYcyaNYv4+HgGDRoEGN1ajh8/zoIFC3BxcSE0NNTm/CpVquDp6Wmzf+rUqYwdO5bPPvuM4OBgawuVsmXLUrZsWQBGjhxJx44dueOOOzh9+jQTJ04kKSmJZ555pojuvGDcOFBrgTRqqVYN1q6FTp2M9RNPwP79EBJSAJWLiIhIcWGTIGndGlavhnLlHBqTiIhIYXJogqR79+6cPXuWCRMmkJCQQGhoKCtXrqR69eoAJCQkEB8fn6c6Z86cSWpqKl27drXZ/8YbbzBu3DgAjh07Rs+ePTlz5gz+/v60aNGCX375xXrd4sLf3xio9ehRY6DWBx4ooIrLlze+BL3yCgQGKjkiIiJSCtl0sQkIMBYREZESzGQ2m82ODqI4SkpKws/Pj8TERIeOR/LEE7BsGUyZAq++WggXMJszpgLetg127IB+/WynBxYREbmBs3xOlhaF8X5Pngz/93/w3HMwd26BVCkiIuIQ9n5OOnwWG7k1LVsa6/XrC+kClkTI1avQvz8MGAAPPQR79xbSBUVERMQZ2HSx2bQJ/vtf2LLFoTGJiIgUJiVIirn77jPWGzZAenohXsjFBZ55xhi9/uefITTUeKR05EghXlREREQcxaaLzdKlMGgQLFni0JhEREQKkxIkxVyTJkbO4tw5+OOPQryQqyu89BLs3m0M4JqeDh99BHfdBUOGwOHDhXhxERERKWrZzmKjaX5FRKQEU4KkmCtTBlq0MLbXrSuCCwYHw/Ll8Msv8PDDxuOlf/8bfv+9CC4uIiIiRUUJEhERKW2UICkBLN1sCm0ckuw0bw4//GAszz0H7dtnHJs61RjVbffuIgxIRERECpJNF5vLl40XSpCIiEgJ5tBpfqVgOCRBYvHww8ZikZYG0dGQkGAMf1+vHjz6qLGEhYGb/smJiIgUB9m2IPHyclg8IiIihU0tSEqAFi2MIUIOH3aCMVPNZpg+3RinpEwZ2LPHaFFy//1QubIxjomIiIg4PXWxERGR0kaP80uAcuWMHi8bN0JsrDEbr8O4ucGTTxrL+fPw3Xfw9dewciX884+RQLFITobISGNGnIYNjaVBA/Dzc1j4IuLEzGZjgGiz2VhcXY0ZtsBovZaSknHMsljKe3uDh4dRNjUVLlzI+Ht047ps2YwfgampcPZszmV9fY0FjOufPJlz2fLloWLFjHrj43MuW6ECVKlibF+9Cvv351y2YkW47TZj+9o1Y0yo3MqGhBjb6ekQF5dx7K67jBhFrrMkSNzdUYJERERKBSVISojISCNBsmqVgxMkmZUvDz16GMu1a/Dbb0Y2x2LzZmN+4g0bbM+77TaoUcOYTrBnT2PflStGt53AQPD0LLJbECdn+QF87VrGkpZm7K9UKaNcfDxcumRbzlLWZIKWLTPKrl8Pp05lLZuebvwY79cvo+xXX8HBg8axtDRjnXkZO9aoH+Czz2DnzqxlLMt772X82543D9auzbnsnDkZP2RjYmDFipzLLl4M1aoZZWfMgI8/zpo8sCzLlkGtWkbZmTPhgw9yLvvll9C4sVH2v/+FCRNyLxsRYZSdOxdGjMg+iWE2G1OJduhglP3kE2N68cyJ1cwWLYLu3Y3tL780ErM5mTvXGC8JjLGTMo+bdKMPPoChQ43tX36BBx7IuezkyTBqlLH9++/QrFnOZceONd4ngAMHjC6IORkxwvg3Acbfvvr1cy47cCD85z/GdmKiMb1ZTnr3hgULjO2UFLj33oxj33yT+/sipY5lDJIyZTD+PZ4+bftvRkREpIRRgqSEiIyEceNg9Wrjd5qrq6MjuoGbG9x9t+2++vXh88+NxMmuXcY6Ph6OHzeWrl0zysbFZQy24udnJEqqVjXWlSvDE09k/Ig5fx62bzfK+fgY/aW9vY21l1fGE+fiKqekwLVrxmM+yw/n9HRj7mfLsRvLVqxotNqxWLo0a1LAstx+u9FtymLKFONpYnZlQ0Jg5MiMsgMHGvNQZ1e2Zk2YPTujbLt2Rj+xzHFaljvvhE2bMso2amT8m8lOUJDxb8niySdhy5bsy1aqBGfOZLx+/XX46afsy3p42CZI5swxWkjlZMyYjATJihVGsiInkydnJEg2bDASGTn58MOM7T17jJZaObEMrAhw7Jjx/5I9Zc+cgX37ci575UrG9sWLcOJEzmUtv7Is20lJOZdNS8vYtiRNcpL5mOV9tsfNyt5Yr+UPquW8zOvMf09cXDL+G2ZXtkyZjLKurhktT7Irm3mcBxcX4+9cTmUzJ55dXIy/izmVrVDBtmz16tlfU4QbutiEhzs0FhERkaKgBEkJcc89Rj7gn3+M3z/F4gFPlSoZLUwszp83ftQfOmT7JDYx0fhxmpJibCcmGuUsatfOSJD89pvtwLE3mjoVXnnF2N6xA7p1MxI42S39+hlPsMFoKfDCCznX2707PPussX38OPTta/zYu3G5dg169cpIIpw8abRgyHw8c/k+fYwn2mAkGjK3jLjRU0/Bp58a21ev5v7UuXNn46l75vgz/zjNLDLSNkEyaVLOP3LDw20TJP/v/xlPwLNz/rzt6/37jSfr2bH8mLTI7UfutWu2r/38jIRQdv+Nb+xS0LChcb6bm/Ej1rJ2db3ezjyTBx806nZxyX7J/EO7QwejdVROZTPX3bWr8W8683FLdxIXF9sfxE8/bfwByKnegICMss8+a/x/YjJlv1i6XoDx7/7BBzOSADeWzfxvq3dv4/+5nOq1/AgHo1VY69YZx26s298/o+yTTxr/9nKqt2zZjLKdOhndZjIfz1x35qxx27YZ/9ZvTCLcKCIi67+nnDRpYptkys1ddxl/x+xx++3w99/2la1QIfdkVWYeHsbgVSI5sEmQiIiIlAJKkJQQbm7QqpXRQn7VqmKSIMlO+fLGqLMtWtjub9/e+OGRmGj82D550lgnJBhJg3vuyShrMhlN18+fN1o5JCfbPsG2jEMAxpPv/ftzjqdt24ztCxfg++9zLpu5hczly0ZznpxYWsOA0dLj4MGcy166lLF9s6ZB6ekZ225uRjIlczLA8oPfzc340ZXZAw8YP+hvLOfmZrTWyKxfP+M9vbGcmxvccYdt2YkTjdYG2cVhGY/BYsECo97sYrjx6XZsbMY4FDfGcGMroVWrcn/fMouOtr/syy/bX7Z3b2OxR7t2xmKP5s2NxR516hiLPapXt01s5KZKlYzxMm6mfHn7x7mwtPqyh5ubbcIkN5akiYjkymaa308+Mf7ePvaY/f+viYiIFDNKkJQgkZFGguTbb42W/SWOyZTx46pu3ZzLRUTA7t22+9LSjKTF5cu2P7gaNjTGnLh6NfsuIJmfkgcFZfTdz05oaMZ2QIDxZTJz64PMS3BwRtnKlY0BZLIrd2MLh3LljORQmTJZkwiWp+UWrq62XUdu5ocf7C87bZr9ZS3jPtgjL024M7c0EBGRAmfTguTZ541k95EjSpCIiEiJpQRJCWIZW2/TJmOMycwt60s9V1fjC92NX+p8fW0H6MxNxYr2twAoV87o+mAPd3cIC7Ov7I1dJkRERAqJNUHimp4x7pBmsRERkRKsmI9WKZkFBRnDdpjNxniQIiIiUvBmzpxJSEgInp6eNG3alHXr1uVYtm/fvphMpixL/RvGiIqOjqZ27dp4eXkRFBTESy+9xJXMgyE7gKWLjReZxtZRgkREREowJUhKmC5djPXy5Q4NQ0REpERavHgxw4cPZ/To0Wzfvp2IiAjatWtHfOaZszKZPn06CQkJ1uXo0aNUrFiRJzNNS71w4UJGjRrFG2+8wd69e5k7dy6LFy8mKiqqqG4rW5YWJB5pyRk7LTM1iYiIlEBKkJQwnTsb69WrjTFFRUREpOBMmzaNfv360b9/f+rWrUt0dDRBQUHExMRkW97Pz4+qVatal23btvHPP//wrGXWM2DTpk20bNmSXr16ERwcTGRkJD179mTbtm1FdVvZsiRIPNOvJ0g8PbMOgi0iIlKC6FOuhKlbF2rVMprFrlzp6GhERERKjtTUVOLi4oiMjLTZHxkZycaNG+2qY+7cubRu3ZrqmWaJuu+++4iLi2PLli0AHDx4kJUrV9KhQ4cc60lJSSEpKclmKWiWLjbWFiTqXiMiIiWcEiQljMkETzxhbH/2mWNjERERKUnOnDlDWloaATcMlh0QEMDJkydven5CQgLffvst/fv3t9nfo0cP3nzzTe677z7KlClDjRo1eOihhxg1alSOdU2ePBk/Pz/rEhQUlL+bykWWLjZKkIiISAmnBEkJZJk85dtv4exZx8YiIiJS0pgyT6kOmM3mLPuyM3/+fMqXL09nS3/Y69asWcNbb73FzJkz+fXXX1m2bBlff/01b775Zo51RUVFkZiYaF2OHj2ar3vJjSVBknZHCCxZAjNmFPg1REREnImm+S2B6teHRo1g50744gsYNMjREYmIiBR/lStXxtXVNUtrkdOnT2dpVXIjs9nMvHnz6N27N+7u7jbHxo4dS+/eva0tSxo0aMClS5d4/vnnGT16NC7ZjPvh4eGBh4fHLd5R7ixdbFz9K8LDTxTqtURERJyBWpCUUJZWJAsXOjYOERGRksLd3Z2mTZsSGxtrsz82Npbw8PBcz/3555/566+/6NevX5ZjycnJWZIgrq6umM1mzGbzrQeeT5YWJGXKOCwEERGRIqUESQnVs6cxHsn69fDXX46ORkREpGQYMWIEc+bMYd68eezdu5eXXnqJ+Ph4Bl1vrhkVFUWfPn2ynDd37lyaN29OaGholmMdO3YkJiaGRYsWcejQIWJjYxk7diyPPfYYrq6uhX5PObEkSLwSDsLixbBpk8NiERERKQrqYlNC3XYbtG0L330Hs2bB1KmOjkhERKT46969O2fPnmXChAkkJCQQGhrKypUrrbPSJCQkEB8fb3NOYmIiS5cuZfr06dnWOWbMGEwmE2PGjOH48eP4+/vTsWNH3nrrrUK/n9xYutiU2/YTvNofOnaEFSscGpOIiEhhMpkd2XazGEtKSsLPz4/ExER8fX0dHU62vvoKOneGypXh2DEo5K7KIiIiVsXhc7IkKYz328UFzGZInDgD3zHDoHt3WLSoQOoWEREpSvZ+TqqLTQnWoYPRkuTMGfjyS0dHIyIiIsVFWpqRHAFwTdU0vyIiUjooQVKCubmBZSy4f//bsbGIiIhI8WHpXgPglnI9QeLl5ZhgREREiogSJCXcwIHG6PPr18PmzY6ORkRERIoDywCtAK4pakEiIiKlgxIkJVy1atCrl7H93nuOjUVERESKh8wJEpfUy8aGEiQiIlLCKUFSCrz8srFeuhQOHnRsLCIiIuL8LF1sXFzA5bJakIiISOmgBEkp0KCBMeVvejq8/bajoxERERFnZ2lBUqYMMGAAfPQRtGvn0JhEREQKm8MTJDNnziQkJARPT0+aNm3KunXr7Dpvw4YNuLm50bhx4yzHli5dSr169fDw8KBevXp8mc0ULvm9bnE1dqyx/ugjtSIRERGR3NkkSMLCoG9faNjQkSGJiIgUOocmSBYvXszw4cMZPXo027dvJyIignbt2hEfH5/reYmJifTp04dWrVplObZp0ya6d+9O79692blzJ71796Zbt25szjRCaX6vW5y1bAmRkXDtGkyc6OhoRERExJlZuti4uzs2DhERkaJkMpsts9wXvebNm3P33XcTExNj3Ve3bl06d+7M5MmTczyvR48e1KpVC1dXV5YvX86OHTusx7p3705SUhLffvutdd8jjzxChQoV+Pzzz2/pupklJSXh5+dHYmIivr6+9t6yQ/3yi/EQyNUVdu2CunUdHZGIiJRUxfFzsjgr6Pf7t9+gUSMICICTn/8Ely/DPfeAv38BRCsiIlK07P2cdFgLktTUVOLi4oiMjLTZHxkZycaNG3M876OPPuLAgQO88cYb2R7ftGlTljrbtm1rrTO/1y0JWrSATp0gLQ1GjnR0NCIiIuKsbLrYvPQSdOgA27c7NCYREZHC5uaoC585c4a0tDQCAgJs9gcEBHDy5Mlsz9m/fz+jRo1i3bp1uLllH/rJkydzrTM/1wVISUkhJSXF+jopKSnnm3NiU6fCN9/AypWwapXR7UZEREQkM5suNsnXZ7Hx8nJYPCJScqWlpXE189ziIvlQpkwZXF1db7kehyVILEwmk81rs9mcZR8Y/+P06tWL8ePHc9ddd91ynfZe12Ly5MmMHz8+1+sWB3fdBUOGQHQ0DB8OO3aof7GIiIjYsmlBcumy8ULT/IpIATKbzZw8eZLz5887OhQpIcqXL0/VqlVz/V1/Mw5LkFSuXBlXV9csrTZOnz6dpXUHwIULF9i2bRvbt29nyJAhAKSnp2M2m3Fzc2PVqlU8/PDDVK1aNdc683pdi6ioKEaMGGF9nZSURFBQUN5u2km8/jp89hns3QvvvAOjRzs6IhEREXEmNgkSSwsSJUhEpABZkiNVqlTB29v7ln7USulmNptJTk7m9OnTAAQGBua7LoclSNzd3WnatCmxsbF06dLFuj82NpZOnTplKe/r68uuXbts9s2cOZMff/yRJUuWEBISAkBYWBixsbG89NJL1nKrVq0iPDw8X9e18PDwwMPDI38362QqVDBakPTqBW++Cd26Qa1ajo5KREREnEW2XWyUIBGRApKWlmZNjlSqVMnR4UgJ4HW9G+jp06epUqVKvrvbOLSLzYgRI+jduzfNmjUjLCyMWbNmER8fz6BBgwCj1cbx48dZsGABLi4uhIaG2pxfpUoVPD09bfa/+OKL3H///UyZMoVOnTrx1VdfsXr1atavX2/3dUuDHj1g/nxjHJK+fWHtWmN2GxERERFLCxJ3t3S4csV4oTFIRKSAWMYc8VbiVQqQ5d/T1atXi2eCpHv37pw9e5YJEyaQkJBAaGgoK1eupHr16gAkJCQQHx+fpzrDw8NZtGgRY8aMYezYsdSoUYPFixfTvHlzu69bGphMMHs2NGgAGzcag7dGRTk6KhEREXEGlgSJj+uVjJ36ISMiBUzdaqQgFcS/J5PZbDYXQCyljr3zKDu7jz82WpC4ucH69ZApjyQiIpJvJeVzsrgo6Pd70SLo2RPaPpjCd09/anSzeeEFNTcVkQJx5coVDh06REhICJ6eno4OR0qI3P5d2fs56VLYQYpz69MHunaFa9eMsUjOnXN0RCIiIuJoljFI8PCAfv1g6FAlR0REClhwcDDR0dGODkMyUYKklDOZYM4cqFkT4uONgVuvXXN0VCIiIuJINrPYiIgIAA8++CDDhw8vsPq2bt3K888/X2D1ya1TgkTw84MvvjDGXvv+exg8GNTxSkREpPSyJEjKc974crBli0PjEREpLsxmM9fsfOLs7+9f4gaqzcv9OyMlSASAxo3h88+NFiWzZhmDtoqIiEjpZOliE5K8Gx55BJ56yrEBiUiJZzbDpUtFv9j7YLhv3778/PPPTJ8+HZPJhMlk4vDhw6xZswaTycT3339Ps2bN8PDwYN26dRw4cIBOnToREBBA2bJlueeee1i9erVNnTd2sTGZTMyZM4cuXbrg7e1NrVq1WLFiRa5xffrppzRr1oxy5cpRtWpVevXqxenTp23K7N69mw4dOuDr60u5cuWIiIjgwIED1uPz5s2jfv36eHh4EBgYyJAhQwA4fPgwJpOJHTt2WMueP38ek8nEmjVrAG7p/lNSUnj11VcJCgrCw8ODWrVqMXfuXMxmMzVr1uTdd9+1Kf/777/j4uJiE3tBU4JErDp1gunTje1Ro2DxYsfGIyIiIo5hncXGlGxslLAnnCLifJKToWzZol+Sk+2Lb/r06YSFhTFgwAASEhJISEggKCjIevzVV19l8uTJ7N27l4YNG3Lx4kXat2/P6tWr2b59O23btqVjx443naV1/PjxdOvWjd9++4327dvz1FNPcS6XgSJTU1N588032blzJ8uXL+fQoUP07dvXevz48ePcf//9eHp68uOPPxIXF8dzzz1nbeURExPD4MGDef7559m1axcrVqygZs2a9r0pmeTn/vv06cOiRYv44IMP2Lt3L//5z38oW7YsJpOJ5557jo8++sjmGvPmzSMiIoIaNWrkOT67mSVfEhMTzYA5MTHR0aEUuOHDzWYwm93dzeYVKxwdjYiIFEcl+XPSGRX0+z15svFd4INWy42NFi0KpF4REbPZbL58+bJ5z5495suXL1v3Xbxo/Lkp6uXiRfvjfuCBB8wvvviizb6ffvrJDJiXL19+0/Pr1atnnjFjhvV19erVze+//771NWAeM2ZMpvfkotlkMpm//fZbu2PcsmWLGTBfuHDBbDabzVFRUeaQkBBzampqtuWrVatmHj16dLbHDh06ZAbM27dvt+77559/zID5p59+MpvN+b//ffv2mQFzbGxstmVPnDhhdnV1NW/evNlsNpvNqampZn9/f/P8+fNzrD+7f1cW9n5OuhVe6kWKq3ffhRMn4H//g8cfN6b6e+IJR0clIiIiRcXSxcYLtSARkaLh7Q0XLzrmugWhWbNmNq8vXbrE+PHj+frrrzlx4gTXrl3j8uXLN21B0rBhQ+u2j48P5cqVy9JlJrPt27czbtw4duzYwblz50hPTwcgPj6eevXqsWPHDiIiIiiTzajbp0+f5sSJE7Rq1Sovt5qtvN7/jh07cHV15YEHHsi2vsDAQDp06MC8efO49957+frrr7ly5QpPPvnkLceaGyVIJAtXV1i4ENzc4LPPoHt3WLDAmOFGRERESj5LFxsv8+XrG16OC0ZESgWTCXx8HB1F/vncEPwrr7zC999/z7vvvkvNmjXx8vKia9eupFrnUc/ejYkMk8lkTXrc6NKlS0RGRhIZGcmnn36Kv78/8fHxtG3b1nodr1z+fud2DMDFxRiRw5xpoJarlg+IG+T1/m92bYD+/fvTu3dv3n//fT766CO6d+9e6IPaagwSyZabm5EUefZZSEuDp5+GDz7Q7DYiIiKlQUaCRC1IREQs3N3dSUtLs6vsunXr6Nu3L126dKFBgwZUrVqVw4cPF2g8f/zxB2fOnOHtt98mIiKCOnXqZGlt0rBhQ9atW5dtYqNcuXIEBwfzww8/ZFu/v78/AAkJCdZ9mQdszc3N7r9Bgwakp6fz888/51hH+/bt8fHxISYmhm+//ZbnnnvOrmvfCiVIJEeurjBnDvzrX0Zi5MUX4fnnM5rdioiIlEYzZ84kJCQET09PmjZtyrp163Is27dvX+tsB5mX+vXr25Q7f/48gwcPJjAwEE9PT+rWrcvKlSsL+1Zy1KMHfPop3BuqBImIiEVwcDCbN2/m8OHDnDlzJseWHQA1a9Zk2bJl7Nixg507d9KrV69cy+fHHXfcgbu7OzNmzODgwYOsWLGCN99806bMkCFDSEpKokePHmzbto39+/fzySefsG/fPgDGjRvHe++9xwcffMD+/fv59ddfmTFjBmC08mjRogVvv/02e/bsYe3atYwZM8au2G52/8HBwTzzzDM899xz1sFl16xZw//+9z9rGVdXV/r27UtUVBQ1a9YkLCzsVt+ym1KCRHLl4gL//je8956xPWcOtGoFuXSDExERKbEWL17M8OHDGT16NNu3byciIoJ27drl2Kd8+vTp1tkOEhISOHr0KBUrVrTpQ52amkqbNm04fPgwS5YsYd++fcyePZvbbrutqG4ri8aNjZl9b3+mFbz/vpExEREp5UaOHImrqyv16tWzdmfJyfvvv0+FChUIDw+nY8eOtG3blrvvvrtA4/H392f+/Pl88cUX1KtXj7fffjvL1LiVKlXixx9/5OLFizzwwAM0bdqU2bNnW7vyPPPMM0RHRzNz5kzq16/Po48+yv79+63nz5s3j6tXr9KsWTNefPFFJk6caFds9tx/TEwMXbt25YUXXqBOnToMGDCAS5cu2ZTp168fqampRdJ6BMBkNqvTRH4kJSXh5+dHYmIivr6+jg6nSHz7rfH9KCkJAgPh44+hTRtHRyUiIs6opH5ONm/enLvvvpuYmBjrvrp169K5c2cmT5580/OXL1/O448/zqFDh6hevToA//nPf3jnnXf4448/sh1Ezx4l9f0WkZLpypUrHDp0yNoaTyQnGzZs4MEHH+TYsWMEBATkWja3f1f2fk6qBYnYrV072LwZ6tSBhASIjISXXoIrVxwdmYiISOFLTU0lLi6OyMhIm/2RkZFs3LjRrjrmzp1L69atrckRgBUrVhAWFsbgwYMJCAggNDSUSZMm2d3PXUREpKRJSUnhr7/+YuzYsXTr1u2myZGCogSJ5EmdOhAXBy+8YLyOjoZmzWD9eoeGJSIiUujOnDlDWlpali9pAQEBnDx58qbnJyQk8O2339K/f3+b/QcPHmTJkiWkpaWxcuVKxowZw3vvvcdbb72VY10pKSkkJSXZLIVizx7YsAHsuD8REZGC8vnnn1O7dm0SExOZOnVqkV1XCRLJM29vY1ySr7+GKlVg926IiDBmvPn7b0dHJyIiUrhMJpPNa7PZnGVfdubPn0/58uXp3Lmzzf709HSqVKnCrFmzaNq0KT169GD06NE23XhuNHnyZPz8/KxLUFBQvu7lpt58E+67DxYvLpz6RUREstG3b1/S0tKIi4sr0jG5lCCRfOvQwXiwNGCA8Xr+fKhdG6ZNU7cbEREpeSpXroyrq2uW1iKnT5++adNfs9nMvHnz6N27N+7u7jbHAgMDueuuu3B1dbXuq1u3LidPniQ1h6njoqKiSExMtC5Hjx7N513dRLJmsRERkdJDCRK5JZUqwaxZsHGjMeL9P//Ayy9DrVrGjDfXrjk6QhERkYLh7u5O06ZNiY2NtdkfGxtLeHh4ruf+/PPP/PXXX/Tr1y/LsZYtW/LXX3/ZTH/4559/EhgYmCWZYuHh4YGvr6/NUiguXzbWSpCIiEgpoASJFIiwMNi6FebOhdtvh2PHjJYltWvDzJkZD6BERESKsxEjRjBnzhzmzZvH3r17eemll4iPj2fQoEGA0bKjT58+Wc6bO3cuzZs3JzQ0NMuxf/3rX5w9e5YXX3yRP//8k2+++YZJkyYxePDgQr+fm7J8gHt5OTYOERGRIqAEiRQYNzd47jnYv9/oZlO5Mhw8CIMHQ/XqMG4cHD/u6ChFRETyr3v37kRHRzNhwgQaN27M2rVrWblypXVWmoSEBOLj423OSUxMZOnSpdm2HgEICgpi1apVbN26lYYNGzJs2DBefPFFRo0aVej3c1PqYiMiIqWIyWw2mx0dRHFk7zzKpdmlS/DRR/Dee3D4sLHP1RU6doRBg6B1a+O1iIiUPPqcLFqF9n7XqQP79sGaNfDAAwVXr4iUaleuXOHQoUOEhITg6enp6HCkhMjt35W9n5NqQSKFxscHhgwxWpQsWmTMdJOWBsuXwyOPGF1xXnwRNm0CpelEREScjNkMJ04Y21WqODYWERGRIqAEiRQ6Nzfo3h3WroXff4ehQ6FCBTh5Ej74AMLDISQEXnvNGOw1Lc3REYuIiAjp6UYz0FGjjA9qERGREk4JEilS9esbSZGTJ+Hrr+Gpp6BsWThyBKZOhZYtwd8fevSABQvg9GlHRywiIlJKuboaI65PngxqAi8iwoMPPsjw4cMLtM6+ffvSuXPnAq1T8s/N0QFI6eTuDh06GEtyMqxcCUuWwKpVxlTBixcbCxhJlYgIuP9+Y3377Y6NXUREREREpLS7evUqZcqUcXQYBUotSMThvL2ha1djnJLTp2H9ehg9Gpo0MY7v3g3/+Q/06gVBQUYr3x494J134KefIDHRsfGLiIiUSL/9ZvSPPXPG0ZGISGly6VLOy5Ur9pe9fPnmZfOgb9++/Pzzz0yfPh2TyYTJZOLw9Zko9uzZQ/v27SlbtiwBAQH07t2bM5n+di5ZsoQGDRrg5eVFpUqVaN26NZcuXWLcuHF8/PHHfPXVV9Y616xZk+31v/vuO+677z7Kly9PpUqVePTRRzlw4IBNmWPHjtGjRw8qVqyIj48PzZo1Y/PmzdbjK1asoFmzZnh6elK5cmUef/xx6zGTycTy5ctt6itfvjzz588H4PDhw5hMJv73v//x4IMP4unpyaeffsrZs2fp2bMnt99+O97e3jRo0IDPP//cpp709HSmTJlCzZo18fDw4I477uCtt94C4OGHH2bIkCE25c+ePYuHhwc//vjjTf+7FDQlSMSpuLkZ3WwmToRffzUSJsuWwfDh0LQpuLgYM+IsXgyvvgoPPwzly8Ndd8ETT8DrrxvHdu2ClBQH34yIiEhxFh1tzFwTE+PoSESkNClbNufliSdsy1apknPZdu1sywYHZy2TB9OnTycsLIwBAwaQkJBAQkICQUFBJCQk8MADD9C4cWO2bdvGd999x6lTp+jWrRtgTP/es2dPnnvuOfbu3cuaNWt4/PHHMZvNjBw5km7duvHII49Y6wwPD8/2+pcuXWLEiBFs3bqVH374ARcXF7p06UJ6ejoAFy9e5IEHHuDEiROsWLGCnTt38uqrr1qPf/PNNzz++ON06NCB7du388MPP9CsWbM8vQcAr732GsOGDWPv3r20bduWK1eu0LRpU77++mt+//13nn/+eXr37m2TmImKimLKlCmMHTuWPXv28NlnnxEQEABA//79+eyzz0jJ9ONt4cKFVKtWjYceeijP8d0qdbERp+bvD126GAvAhQuweTNs25axHDlizJSzf7+RTLFwdYWaNaFuXahRw1juvNNYqlc3uvmIiIhIDg4eNNZ33unYOEREnICfnx/u7u54e3tTtWpV6/6YmBjuvvtuJk2aZN03b948goKC+PPPP7l48SLXrl3j8ccfp3r16gA0aNDAWtbLy4uUlBSbOrPzxA3Joblz51KlShX27NlDaGgon332GX///Tdbt26lYsWKANSsWdNa/q233qJHjx6MHz/euq9Ro0Z5fh+GDx9u0/IEYOTIkdbtoUOH8t133/HFF1/QvHlzLly4wPTp0/nwww955plnAKhRowb33Xef9b6GDh3KV199ZU0qffTRR/Tt2xeTyZTn+G6VEiRSrJQrB61bG4vFmTNGa5M9e4zuOJZ1YiLs22csN3JxMbrr3HEH3HZb9ku1akqiiIhIKaYEiYg4wsWLOR9zdbV9nduMDi43dJa43h2moMXFxfHTTz9RNpsWKQcOHCAyMpJWrVrRoEED2rZtS2RkJF27dqVChQp5us6BAwcYO3Ysv/zyC2fOnLG2DImPjyc0NJQdO3bQpEkTa3LkRjt27GDAgAF5v8Eb3NjqJC0tjbfffpvFixdz/PhxUlJSSElJwcfHB4C9e/eSkpJCq1atsq3Pw8ODp59+mnnz5tGtWzd27NjBzp07s3T3KSpKkEixV7kyREYai4XZDAkJRqJk3z7jO97Bg3DggLFOTjZanhw5cvO6/f2NxbKd3bpSJaOrT7lyWf8Wi4iIFDspKXDsmLFdo4ZjYxGR0uX6D2uHls2D9PR0OnbsyJQpU7IcCwwMxNXVldjYWDZu3MiqVauYMWMGo0ePZvPmzYTkYQr1jh07EhQUxOzZs6lWrRrp6emEhoaSmpoKGC1RcnOz4yaTCbPZbLPv6tWrWcr53PA+vvfee7z//vtER0fToEEDfHx8GD58uN1xgdHNpnHjxhw7dox58+bRqlUra2uboqYEiZRIJpPRAqRaNWjTxvaY2Wwkmw8cgKNH4fjx7JfUVKN1ypkzsHev/dcuVw78/DIWX1/b135+Rhlvb2Px8cl9293duB8REZEic/iw8YHp42M8DRAREdzd3UlLS7PZd/fdd7N06VKCg4Nxc8v+57XJZKJly5a0bNmS119/nerVq/Pll18yYsSIbOu80dmzZ9m7dy///e9/iYiIAGD9+vU2ZRo2bMicOXM4d+5ctq1IGjZsyA8//MCzzz6b7TX8/f1JSEiwvt6/fz/Jycm5xgWwbt06OnXqxNNPPw0YCaP9+/dTt25dAGrVqoWXlxc//PAD/fv3z7aOBg0a0KxZM2bPns1nn33GjBkzbnrdwqIEiZQ6JhMEBBhLTsxmOHvWaIXy999GkuTG9Y3b15OkXLhgLJYHb7fK1dVIlHh5gYdH7ou7+82Pu7llXcqUyX6/vWVdXY2WMzkt2R03mZT4ERFxWpm71+iPtYgIAMHBwWzevJnDhw9TtmxZKlasyODBg5k9ezY9e/bklVdeoXLlyvz1118sWrSI2bNns23bNn744QciIyOpUqUKmzdv5u+//7YmEIKDg/n+++/Zt28flSpVws/PL8vUuRUqVKBSpUrMmjWLwMBA4uPjGTVqlE2Znj17MmnSJDp37szkyZMJDAxk+/btVKtWjbCwMN544w1atWpFjRo16NGjB9euXePbb7/l1VdfBYzZZD788ENatGhBeno6r732ml1T+NasWZOlS5eyceNGKlSowLRp0zh58qT1/jw9PXnttdd49dVXcXd3p2XLlvz999/s3r2bfv36Wevp378/Q4YMwdvbmy6WASgdQAkSkWyYTEbXmcqV7T/nyhVISjLGPrlxuXH/xYtGN59Ll4x1dtvXrhn1pqVlJF1KGpPJvmRKboulnsxLdvsKan9h1JHb+5OX/fk95uz1FeW18ltfYSnqaw4dCs2bF+01xUlZEiTqXiMiYjVy5EieeeYZ6tWrx+XLlzl06BDBwcFs2LCB1157jbZt25KSkkL16tV55JFHcHFxwdfXl7Vr1xIdHU1SUhLVq1fnvffeo931WXYGDBjAmjVraNasGRcvXuSnn37iwQcftLmui4sLixYtYtiwYYSGhlK7dm0++OADm3Lu7u6sWrWKl19+mfbt23Pt2jXq1avHv//9bwAefPBBvvjiC958803efvttfH19uf/++63nv/feezz77LPcf//9VKtWjenTpxMXF3fT92Ts2LEcOnSItm3b4u3tzfPPP0/nzp1JTEy0KePm5sbrr7/OiRMnCAwMZNCgQTb19OzZk+HDh9OrVy88PT3z+p+mwJjMN3Y0KmIzZ87knXfeISEhgfr16xMdHW1tNnSj9evX89prr/HHH3+QnJxM9erVGThwIC+99JK1zIMPPsjPP/+c5dz27dvzzTffADBu3Dib0XsBAgICOHnypN1xJyUl4efnR2JiIr6+vnafJ2Kvq1ezJk9SUowlNTVjO7slp+OpqUbC5do1Y7l6NWP7ZktOZa9ehfT0jMWxf1FE5Fb873/w5JMFU5c+J4tWgb/f+/bBmjXGqOWPPnrr9YmIZHLlyhUOHTpESEiIQ38Mi/M4evQowcHBbN26lbvvvjtfdeT278rez0mHtiBZvHgxw4cPZ+bMmbRs2ZL//ve/tGvXjj179nDHHXdkKe/j48OQIUNo2LAhPj4+rF+/noEDB+Lj48Pzzz8PwLJly6wDwoDRX6tRo0Y8ecM3vvr167N69Wrra9cbR0QWcbAyZTLGLClOzGZjsSRM0tJsEyg5LfaWs5S1dNW0XM+yZLevoPYXRh05vYe5vb+Fud9Z63LWeEuafMz2JyVV7drGIiIiUoiuXr1KQkICo0aNokWLFvlOjhQUhyZIpk2bRr9+/ayDtURHR/P9998TExPD5MmTs5Rv0qQJTZo0sb4ODg5m2bJlrFu3zpoguXFAmkWLFuHt7Z0lQeLm5nbTuaZFJO8s3UY0m4+IiIiIiORmw4YNPPTQQ9x1110sWbLE0eHgsJ8wqampxMXFEZl5blYgMjKSjRs32lXH9u3b2bhxIw888ECOZebOnUuPHj2yTEe0f/9+qlWrRkhICD169OCgpa9tDlJSUkhKSrJZREREREREROT/s3fmcVGUfxz/LDeiIIIHCKgomveBF6J55Fl5YCapoVZWallq/VJLrezwyMw0JU3NPFLMo7Q0xRRvM/GqtDAvECEDD1SQy/n98bj3zO7M7szuLHzfr9e+dnfm2ZnnmXl2d76f+R620aVLF3Ach7///htNmzZ1dnecJ5Dk5OSgtLQU1U1KiYjJBRIWFgZvb2+0bt0ar7zyimC5oGPHjuGPP/4wW9+uXTusWrUKO3fuxFdffYXs7Gx06NABubm5gvucOXMmAgICdI/w8HCRIyUIgiAIgiAIgiAIQu043QleY5Kin+M4s2WmHDhwAMePH8eXX36J+fPnY926dbztli9fjiZNmqBt27ZGy/v06YOnnnoKTZs2Rffu3XXJW7/55hvBfU6ZMgW3b9/WPTIyMsQMjyAIgiAIgiAIguDByfVCiDKGHPPJaTlIgoOD4e7ubuYtcv36dTOvElPq1KkDAGjatCn+/fdfvPfeexgyZIhRm/z8fKxfvx4zZsyw2hc/Pz80bdoU58+fF2zj7e0Nb29vq9siCIIgCIIgCIIghPH09ATAbDZfX18n94YoK+Tn5wPQzy9bcJpA4uXlhejoaCQnJyMuLk63PDk5Gf379xe9HY7jUFhYaLZ8w4YNKCwsxLPPPmt1G4WFhTh37pxgeWGCIAiCIAiCIAhCHtzd3VG5cmVcv34dAFChQgWrUQQEIQTHccjPz8f169dRuXJluyrUOrWKzcSJE5GQkIDWrVsjJiYGS5cuRXp6OkaPHg2AhbVkZmZi1apVAIBFixYhIiICjzzyCADg4MGDmDt3LsaNG2e27eXLl2PAgAEICgoyW/fmm2+ib9++iIiIwPXr1/Hhhx8iLy8PI0aMUHC0BEEQBEEQBEEQBABdRVGtSEIQ9lK5cmW7K9U6VSCJj49Hbm4uZsyYgaysLDRp0gTbt29HrVq1AABZWVlIT0/XtX/w4AGmTJmCS5cuwcPDA3Xr1sWsWbPw8ssvG203LS0NBw8exK5du3j3e/XqVQwZMgQ5OTmoWrUq2rdvj6NHj+r2SxAEQRAEQRAEQSiHRqNBSEgIqlWrhuLiYmd3h3BxPD097fIc0aLhKDOOTeTl5SEgIAC3b9+Gv7+/s7tDEARBEKqC/icdCx1vgiAIghBG7P+k06vYEARBEARBEARBEARBOBsSSAiCIAiCIAiCIAiCKPeQQEIQBEEQBEEQBEEQRLnHqUlaXRlt6pa8vDwn94QgCIIg1If2/5FSnTkGui4hCIIgCGHEXpeQQGIjd+7cAQCEh4c7uScEQRAEoV7u3LmDgIAAZ3ejzEPXJQRBEARhHWvXJVTFxkYePHiAa9euoVKlStBoNHZtKy8vD+Hh4cjIyHDpzPNlZRxA2RkLjUNd0DjURVkZB6DOsXAchzt37iA0NBRubhTRqzR0XWIOjUNd0DjUR1kZC41DXah1HGKvS8iDxEbc3NwQFhYm6zb9/f1VNYlspayMAyg7Y6FxqAsah7ooK+MA1DcW8hxxHHRdIgyNQ13QONRHWRkLjUNdqHEcYq5L6JYOQRAEQRAEQRAEQRDlHhJICIIgCIIgCIIgCIIo95BAogK8vb3x7rvvwtvb29ldsYuyMg6g7IyFxqEuaBzqoqyMAyhbYyGcT1mZTzQOdUHjUB9lZSw0DnXh6uOgJK0EQRAEQRAEQRAEQZR7yIOEIAiCIAiCIAiCIIhyDwkkBEEQBEEQBEEQBEGUe0ggIQiCIAiCIAiCIAii3EMCCUEQBEEQBEEQBEEQ5R4SSFTA4sWLUadOHfj4+CA6OhoHDhxwdpcskpiYiGbNmsHf3x/+/v6IiYnBjh07dOs5jsN7772H0NBQ+Pr6okuXLvjzzz+d2GNhMjMz8eyzzyIoKAgVKlRAixYtkJqaqlvvKmO5c+cOxo8fj1q1asHX1xcdOnTAb7/9pluvxnHs378fffv2RWhoKDQaDb7//nvduuLiYkyaNAlNmzaFn58fQkNDMXz4cFy7ds1oG4WFhRg3bhyCg4Ph5+eHfv364erVq6oZBwCMHDkSGo3G6NG+fXujNmoYB2B9LHfv3sWrr76KsLAw+Pr6omHDhkhMTDRq4+yxzJw5E23atEGlSpVQrVo1DBgwAH///bdRm82bN6NXr14IDg6GRqPBqVOnzLbjCuMw5OWXX4ZGo8H8+fONljt7HITrQdckzoOuSZwLXZfocYVxuMI1CUDXJa54XUICiZNJSkrC+PHj8c477+DkyZPo1KkT+vTpg/T0dGd3TZCwsDDMmjULx48fx/Hjx9GtWzf0799f9+c2Z84czJs3D1988QV+++031KhRAz169MCdO3ec3HNjbt68idjYWHh6emLHjh04e/YsPv30U1SuXFnXxlXGMmrUKCQnJ2P16tX4/fff0bNnT3Tv3h2ZmZkA1DmOe/fuoXnz5vjiiy/M1uXn5+PEiROYNm0aTpw4gc2bNyMtLQ39+vUzajd+/Hhs2bIF69evx8GDB3H37l08+eSTKC0tddQwLI5DS+/evZGVlaV7bN++3Wi9GsYBWB/LhAkT8PPPP2PNmjU4d+4cJkyYgHHjxuGHH37QtXH2WPbt24dXXnkFR48eRXJyMkpKStCzZ0/cu3dP1+bevXuIjY3FrFmzBLfjCuPQ8v333+PXX39FaGio2Tpnj4NwLeiaxHnQNYnzx0HXJXpcYRyucE0C0HWJKc4ehyg4wqm0bduWGz16tNGyRx55hJs8ebKTemQbgYGB3LJly7gHDx5wNWrU4GbNmqVbd//+fS4gIID78ssvndhDcyZNmsR17NhRcL2rjCU/P59zd3fnfvzxR6PlzZs359555x2XGAcAbsuWLRbbHDt2jAPAXblyheM4jrt16xbn6enJrV+/XtcmMzOTc3Nz437++WcluysI3zhGjBjB9e/fX/AzahwHx/GPpXHjxtyMGTOMlrVq1YqbOnUqx3HqHMv169c5ANy+ffvM1l26dIkDwJ08edJouSuN4+rVq1zNmjW5P/74g6tVqxb32Wef6dapcRyEuqFrEudB1yTqGgddl6h/HK54TcJxdF2itnHwQR4kTqSoqAipqano2bOn0fKePXvi8OHDTuqVNEpLS7F+/Xrcu3cPMTExuHTpErKzs43G5O3tjc6dO6tuTFu3bkXr1q3x9NNPo1q1amjZsiW++uor3XpXGUtJSQlKS0vh4+NjtNzX1xcHDx50mXFY4/bt29BoNLq7aampqSguLjYaV2hoKJo0aaK6caWkpKBatWqoX78+XnzxRVy/fl23zpXG0bFjR2zduhWZmZngOA579+5FWloaevXqBUCdY7l9+zYAoEqVKqI/4yrjePDgARISEvC///0PjRs3NvuMGsdBqBe6JnEudE2irnGIga5LnIsrXpMAdF2itnHwQQKJE8nJyUFpaSmqV69utLx69erIzs52Uq/E8fvvv6NixYrw9vbG6NGjsWXLFjRq1EjXb1cY08WLF5GYmIioqCjs3LkTo0ePxmuvvYZVq1YBgMuMpVKlSoiJicEHH3yAa9euobS0FGvWrMGvv/6KrKwslxmHJe7fv4/Jkydj6NCh8Pf3B8DOj5eXFwIDA43aqm1cffr0wdq1a7Fnzx58+umn+O2339CtWzcUFhYCcJ1xAMCCBQvQqFEjhIWFwcvLC71798bixYvRsWNHAOobC8dxmDhxIjp27IgmTZqI/pyrjGP27Nnw8PDAa6+9xvs5tY2DUDd0TeJc6JpEXeOwBl2XOB9XuyYB6LpEbeMQwsPZHSAAjUZj9J7jOLNlaqNBgwY4deoUbt26hU2bNmHEiBHYt2+fbr0rjOnBgwdo3bo1Pv74YwBAy5Yt8eeffyIxMRHDhw/XtXOFsaxevRrPP/88atasCXd3d7Rq1QpDhw7FiRMndG1cYRx8FBcX45lnnsGDBw+wePFiq+3VNq74+Hjd6yZNmqB169aoVasWfvrpJwwcOFDwc2obB8AuRo4ePYqtW7eiVq1a2L9/P8aOHYuQkBB0795d8HPOGsurr76KM2fO4ODBg7JsT03jSE1Nxeeff44TJ05I7pMa5xahHlzxv4KuSdQ1lrJ8TQLQdYlacLVrEoCuS4RQ29wiDxInEhwcDHd3dzPF7Pr162bKutrw8vJCvXr10Lp1a8ycORPNmzfH559/jho1agCAS4wpJCQEjRo1MlrWsGFDXTI6VxpL3bp1sW/fPty9excZGRk4duwYiouLUadOHZcahynFxcUYPHgwLl26hOTkZN1dGoCdn6KiIty8edPoM2ofV0hICGrVqoXz588DcJ1xFBQU4O2338a8efPQt29fNGvWDK+++iri4+Mxd+5cAOoay7hx47B161bs3bsXYWFhkj7rCuM4cOAArl+/joiICHh4eMDDwwNXrlzBG2+8gdq1awNQ1zgI9UPXJM6FrknUNw4+6LpEHeNwtWsSgK5LAHWNwxIkkDgRLy8vREdHIzk52Wh5cnIyOnTo4KRe2QbHcSgsLNT9+RmOqaioCPv27VPdmGJjY83KU6WlpaFWrVoA4FJj0eLn54eQkBDcvHkTO3fuRP/+/V1yHID+IuT8+fPYvXs3goKCjNZHR0fD09PTaFxZWVn4448/VD2u3NxcZGRkICQkBIDrjKO4uBjFxcVwczP+23B3d8eDBw8AqGMsHMfh1VdfxebNm7Fnzx7UqVNH8jZcYRwJCQk4c+YMTp06pXuEhobif//7H3bu3KmacRCuA12TOBe6JlHvOLTQdYl6xuEq1yQAXZe45HWJIzLBEsKsX7+e8/T05JYvX86dPXuWGz9+POfn58ddvnzZ2V0TZMqUKdz+/fu5S5cucWfOnOHefvttzs3Njdu1axfHcRw3a9YsLiAggNu8eTP3+++/c0OGDOFCQkK4vLw8J/fcmGPHjnEeHh7cRx99xJ0/f55bu3YtV6FCBW7NmjW6Nq4ylp9//pnbsWMHd/HiRW7Xrl1c8+bNubZt23JFRUUcx6lzHHfu3OFOnjzJnTx5kgPAzZs3jzt58iR35coVrri4mOvXrx8XFhbGnTp1isvKytI9CgsLddsYPXo0FxYWxu3evZs7ceIE161bN6558+ZcSUmJKsZx584d7o033uAOHz7MXbp0idu7dy8XExPD1axZ0+jYq2Ec1sbCcRzXuXNnrnHjxtzevXu5ixcvcl9//TXn4+PDLV68WDVjGTNmDBcQEMClpKQYzZv8/Hxdm9zcXO7kyZPcTz/9xAHg1q9fz508eZLLyspyqXGYYpotnuOcPw7CtaBrEudB1yTOHwddl6jruqQsXJNwHF2XuOJ1CQkkKmDRokVcrVq1OC8vL65Vq1a8ZZ/UxPPPP6/rb9WqVbnHHntMdyHCcawU3bvvvsvVqFGD8/b25h599FHu999/d2KPhdm2bRvXpEkTztvbm3vkkUe4pUuXGq13lbEkJSVxkZGRnJeXF1ejRg3ulVde4W7duqVbr8Zx7N27lwNg9hgxYoSuzBnfY+/evbptFBQUcK+++ipXpUoVztfXl3vyySe59PR01YwjPz+f69mzJ1e1alXO09OTi4iI4EaMGGHWRzWMw9pYOI7jsrKyuJEjR3KhoaGcj48P16BBA+7TTz/lHjx4oJqxCM2br7/+Wtfm66+/5m3z7rvvutQ4TOG7EHH2OAjXg65JnAddkzgXui7Ro/ZxcJxrXJNwHF2XuOJ1iYbjOE6azwlBEARBEARBEARBEETZgnKQEARBEARBEARBEARR7iGBhCAIgiAIgiAIgiCIcg8JJARBEARBEARBEARBlHtIICEIgiAIgiAIgiAIotxDAglBEARBEARBEARBEOUeEkgIgiAIgiAIgiAIgij3kEBCEARBEARBEARBEES5hwQSgiDKHRqNBt9//72zu0EQBEEQRDmHrkkIQl2QQEIQhEMZOXIkNBqN2aN3797O7hpBEARBEOUIuiYhCMIUD2d3gCCI8kfv3r3x9ddfGy3z9vZ2Um8IgiAIgiiv0DUJQRCGkAcJQRAOx9vbGzVq1DB6BAYGAmCupomJiejTpw98fX1Rp04dfPfdd0af//3339GtWzf4+voiKCgIL730Eu7evWvUZsWKFWjcuDG8vb0REhKCV1991Wh9Tk4O4uLiUKFCBURFRWHr1q26dTdv3sSwYcNQtWpV+Pr6IioqyuziiSAIgiAI14euSQiCMIQEEoIgVMe0adPw1FNP4fTp03j22WcxZMgQnDt3DgCQn5+P3r17IzAwEL/99hu+++477N692+hiIzExEa+88gpeeukl/P7779i6dSvq1atntI/3338fgwcPxpkzZ/D4449j2LBhuHHjhm7/Z8+exY4dO3Du3DkkJiYiODjYcQeAIAiCIAhVQNckBFHO4AiCIBzIiBEjOHd3d87Pz8/oMWPGDI7jOA4AN3r0aKPPtGvXjhszZgzHcRy3dOlSLjAwkLt7965u/U8//cS5ublx2dnZHMdxXGhoKPfOO+8I9gEAN3XqVN37u3fvchqNhtuxYwfHcRzXt29f7rnnnpNnwARBEARBqBK6JiEIwhTKQUIQhMPp2rUrEhMTjZZVqVJF9zomJsZoXUxMDE6dOgUAOHfuHJo3bw4/Pz/d+tjYWDx48AB///03NBoNrl27hscee8xiH5o1a6Z77efnh0qVKuH69esAgDFjxuCpp57CiRMn0LNnTwwYMAAdOnSwaawEQRAEQagXuiYhCMIQEkgIgnA4fn5+Zu6l1tBoNAAAjuN0r/na+Pr6itqep6en2WcfPHgAAOjTpw+uXLmCn376Cbt378Zjjz2GV155BXPnzpXUZ4IgCIIg1A1dkxAEYQjlICEIQnUcPXrU7P0jjzwCAGjUqBFOnTqFe/fu6dYfOnQIbm5uqF+/PipVqoTatWvjl19+sasPVatWxciRI7FmzRrMnz8fS5cutWt7BEEQBEG4HnRNQhDlC/IgIQjC4RQWFiI7O9tomYeHhy7p2HfffYfWrVujY8eOWLt2LY4dO4bly5cDAIYNG4Z3330XI0aMwHvvvYf//vsP48aNQ0JCAqpXrw4AeO+99zB69GhUq1YNffr0wZ07d3Do0CGMGzdOVP+mT5+O6OhoNG7cGIWFhfjxxx/RsGFDGY8AQRAEQRBqgK5JCIIwhAQSgiAczs8//4yQkBCjZQ0aNMBff/0FgGVzX79+PcaOHYsaNWpg7dq1aNSoEQCgQoUK2LlzJ15//XW0adMGFSpUwFNPPYV58+bptjVixAjcv38fn332Gd58800EBwdj0KBBovvn5eWFKVOm4PLly/D19UWnTp2wfv16GUZOEARBEISaoGsSgiAM0XAcxzm7EwRBEFo0Gg22bNmCAQMGOLsrBEEQBEGUY+iahCDKH5SDhCAIgiAIgiAIgiCIcg8JJARBEARBEARBEARBlHsoxIYgCIIgCIIgCIIgiHIPeZAQBEEQBEEQBEEQBFHuIYGEIAiCIAiCIAiCIIhyDwkkBEEQBEEQBEEQBEGUe0ggIQiCIAiCIAiCIAii3EMCCUEQBEEQBEEQBEEQ5R4SSAiCIAiCIAiCIAiCKPeQQEIQBEEQBEEQBEEQRLmHBBKCIAiCIAiCIAiCIMo9JJAQBEEQBEEQBEEQBFHuIYGEIAiCIAiCIAiCIIhyDwkkBEEQBEEQBEEQBEGUe0ggIQiCIAiCIAiCIAii3EMCCUEQBEEQBEEQBEEQ5R4SSAiCIAiCIAiCIAiCKPeQQEIQBEEQBEEQBEEQRLmHBBKCIAiCIAiCIAiCIMo9JJAQBEEQBEEQBEEQBFHuIYGEIAiCIAiCIAiCIIhyj4ezO+CqPHjwANeuXUOlSpWg0Wic3R2CIAiCUBUcx+HOnTsIDQ2Fmxvdj1Eaui4hCIIgCGHEXpeQQGIj165dQ3h4uLO7QRAEQRCqJiMjA2FhYc7uRpmHrksIgiAIwjrWrktIILGRSpUqAWAH2N/f38m9IQiCIAh1kZeXh/DwcN3/JaEsdF1CEARBEMKIvS4hgcRGtO6r/v7+dCFCEARBEAJQuIdjoOsSgiAIgrCOtesSCgomCIIgCIIgCIIgCKLcQwIJQRAEQRAEQRAEQRDlHhJICIIgCIIgCIIgCIIo95BAQhAEQRAEQRAEQRBEuYcEEoIgCIIgCIIgCIIgyj0kkBAEQRAEQRAEQRAEUe4hgYQgCIIgCIIgCIIgiHIPCSQEQRAEQRAi2b9/P/r27YvQ0FBoNBp8//33Vj+zb98+REdHw8fHB5GRkfjyyy/N2mzatAmNGjWCt7c3GjVqhC1btijQe4IgCIIgLEECCUEQBEEQhEju3buH5s2b44svvhDV/tKlS3j88cfRqVMnnDx5Em+//TZee+01bNq0SdfmyJEjiI+PR0JCAk6fPo2EhAQMHjwYv/76q1LDUJaracDpFPZMEOUd+j4QhEuh4TiOc3YnXJG8vDwEBATg9u3b8Pf3d3Z3CIIgCEJVlIf/SY1Ggy1btmDAgAGCbSZNmoStW7fi3LlzumWjR4/G6dOnceTIEQBAfHw88vLysGPHDl2b3r17IzAwEOvWrRPVF9Uc7+RVwCED75fYOKDHcOf1xwZycoCCAiA8HMjIAHx9geBgkR++mgbkXgOCQoGw+or2k3ABysD3gSDKCmL/Jz0c2CeCAACUlgJ5ecCtW8C9e0BJCXsUFbHl9+8DHh7s4e6ufy30cHcH3NyA/Hzgzh3g7l3j53v32Dbd3IAKFdjD0xMoLGTL798HHjxgD46z/JrjWP9LS/X9Nl2vfRi+F3rNt85w29qHdj0g/GxpnbOerbUxfc23zh5oG2V3G3Jth7ZhzKpVQFyc/dsh9Bw5cgQ9e/Y0WtarVy8sX74cxcXF8PT0xJEjRzBhwgSzNvPnzxfcbmFhIQoLC3Xv8/LyZO23TVxNMzYGAfa+YXuXEQtycoBu3di1w+rVQEIC4OcH7NkjQiQhY5gwpAx8HwjCImIEYaE2KhaTSSAhZOG//4CLF9mdlowMID1d//rffwGNhhn6t28z0YIgCIJQHyUlzu5B2SM7OxvVq1c3Wla9enWUlJQgJycHISEhgm2ys7MFtztz5ky8//77Zst/TPsRQ1sPlafzUsm9JrxcZRfAQhQUMHHk4kUgNpYti4xkyy1CxrDrIKNhZuRtdOwifPOzEFyvKttuGfg+EGUAw/kOyCdKbJ4PnNmnf88nCAuJxioXk0kgISSTnw/s3g3s3Qv88w9w5gwTRKTi6wtUrMi8Odzd2XOlSmy5qZeG9sG3TOvFUaEC216lSsbPfn6Ajw+7u5qfzx7FxWyZjw/g5cU8UTQa5mXi5qZ/zbfMzc3ce0W7XvswfC92nfa1kIcMwNZbehbTxlHPYtuavuZbZw+0jbK7Dbm2Q9vQU62a/X0gzNGYnBhtdLPhcr42pssMmTJlCiZOnKh7n5eXh/DwcAzbNAxH/zuKT3p8Am8Pbzm6Lx7tBbjY5SokPJx5jmjFEYC9Dw+38kEyhl0DGQ0zI2+jcTuQMKMl/DxrYs+I6Qju0Z2JY3y40PeBUBBHeFCYzndD7BElTMURwFwQFhKNg0Kti8lO9i4hgYQQRVYW8OOPwNatTBy5f994vUYD1KzJLiAiItiz9hESohcRKlcGAgLYw8vLKUMhCIIgCIdRo0YNM0+Q69evw8PDA0FBQRbbmHqVGOLt7Q1vb34BZOGxhTiUcQjrn1qPqKAoO0cggbD67KLbyAAd6FICQcaxi0iIDwHgq1uWkACkpFgRScqAOKTFrhwsakZmLx8jb6MJfQAAkYHZKCj20m9X6PsghwFoug1r21RxSEO5w5JQJ9d54pnvOfmVUFDshfCAXGRs3w/f6h0Q3KyetG2eP2EujmgxFISFROPM85Y/qwLvEhJICEFu3gSWLAG2bAGOHTNeV6sW8MQTQJMmwCOPANHRQBnNwUcQBEEQNhMTE4Nt27YZLdu1axdat24NT09PXZvk5GSjPCS7du1Chw4dJO9vw9MbMGb3GJzIOoFWS1th6ZNLMaTpEPsGIYUew5lhaGtcuqPg23/yKvgm74Zf0QxEBvpg9fSTSFjYB35+TCSwSBkQhwA7c7CoHZm9fHi9jeLmIzwgV79dvu+DVAOQL0TiwiljI7VmlLHhabpNFRidxEMsCXXnjko/T0K/pSbzPSe/Erp9MwP3in2wOm4+EraMh99PFbHnsMjvtiVvFC2GgrCQOFwzCkjdxf9ZlYQqkkBCGFFcDPzyC7BjB7ByJUuaqqVtW6BfP6BvX6BpU/lc5AmCIAjCVbh79y7++ecf3ftLly7h1KlTqFKlCiIiIjBlyhRkZmZi1apVAFjFmi+++AITJ07Eiy++iCNHjmD58uVG1Wlef/11PProo5g9ezb69++PH374Abt378bBgwcl969XvV44Ve8Uhm0ehv1X9mPo5qHYc2kPPu/zOSp4VrD/AIghrL7li1m5jDVb75jz7b9he+DQFgRXAPaMmM7ust7KRcq6BvCNjBRnQIgVh1SMzTlYXAF7vHx45lJGBpAw6A6ASrpmCVvGI2XEVCaSaLdr+H2QagCKMUoB87vyhtu0x+h0tpBZFjA9hkJC3fkT0s7T1TRg3wbgfKp+meFvqcm8Lij2wr1iH1y8WQOxK2YBACIrFYn7bvPNIVOadTHup5Bo3Ko7OwZ8YvLpFP5tOzhUkQQSQsfu3cBrrwEGlQjRtCnw6qtMFAkJcV7fCIIgCEINHD9+HF27dtW91+YBGTFiBFauXImsrCykGyTmqlOnDrZv344JEyZg0aJFCA0NxYIFC/DUU0/p2nTo0AHr16/H1KlTMW3aNNStWxdJSUlo166dTX0M8w/DL8N/wYx9M/Dh/g+x7OQyHLl6BBue3oBGVRvZOHKZkOsOoTWRRWi90P499HG/wRX02eTDvdOB4Ejx/bImDqkcm3OwAOo3pm318hGYS743/4FfqQciA+/p78h73oevZ5Hwds+f4N8HnwEoxii1hHabtnrOkNeJ/QiJsVIwPU98wogWw99Sk/keHpCL1XHzdeIIAKxe5yXuuy00h7Q06wIMfN18uZBoLLRcJaGKJJAQuHQJeOMNFkoDAEFBrMxjv34sjEabIJQgCIIgyjtdunTRJVnlY+XKlWbLOnfujBMnBAyjhwwaNAiDBg2yt3s6PNw8MKPrDHSu1RnDNg/Dn//9idZLW+OLx7/Acy2es5gAVlHkCHOwJrJYWm/tQt8UF8whIhkDYSODq4+EBOPVonKwuIoxLdXLx8JcCuauYc+IFbqcDikjpsLXswjBfR4Huj5jvi1L3iB880zqXBXapi1Gp0pCHVwaS8eQT6iLagXsSzLfjuF5EuNRZPhbajDfMzLdkbC0pVFTUd9t0z4Y0jme9dvSnBASjbXLr6YxzxHt91EFoYokkJRjCgqAWbOAOXNY0lV3d+Yt8t57LJkqQRAEQRCuzWORj+H06NNI2JKA5IvJeGHrC9h/ZT++7v+1c0QSOe4QWhNZLK0X2k9UK6CkSNyFudo9JaRgYnD5NnkGfn7xiIw0zkFiMQeLXMa0o46rFC8fK3PJyNtIm3skqpV5e0veIELzTMp3wiwHicE2bTE6Xagqk2qTCls6hkJCnaXzJNajyHTehNUHjm2H79ET8CudgcjAu9LyK2m3wdc3PiFQyvdYSFh1cqgiCSTllLt3gT59AG14c7duwIIFQOPGzu0XQRAEQRDyUr1idfz87M+YfXA2pu2dhvpB9Z3nQSLHHUJrIoul9Zb2H1Zf+MJce9FvmhxTrZ4SYuAxuIL/WI89a6JREFgP4eHs7rJVg1MOY1qtHii2ziVThI5R53h+IxPg374hzboAdZuLq2LTsD0LI8vLBfyD+EUc0/FJWe4kVJ1U2Nox5BPq+MQB7Xm9kW2+LVP45t/Dkrx25VcS6pspUr7H1oRVJwpxJJCUQ27fBvr3Z+JIQACwbBnw1FOUdJUgCIIgyipuGjdM6TQFj0c9jqbVm+qW3yi4gUCfQMcKJvbeIbRmmFpbb2n/fBfmltzaXTnsQMBoD+auAuGs9Keo/AT2GtNqDuewZy4ZYslzyRKm2weE9yVkVPLN331J5sarqcBiTfxRgSeV6KTCzuirrWKw4XkUm6Q3sDrw1ET+PDYGgq5d+ZVM+2aK1O+xir2USCApZ5w6BQwaBFy4wMry7trFqtMQBEEQBFH2aV6jue51QXEBOq/sjKgqUVjebzkCfQMd1xF77xBaM0ytrRe7fzFu7dYu6FVgSPIil5eAvV5BKjaU+DHJQSQ0l6QKDkKYbl9K5RlAnLhnLdShtARw92DbttTeUTwcY3hQKFavrm85qbAz+2qPGCwlSe/Nf/mXW8pjI7c3kNTvsYq9lEggKUekpQGdO7PSvbVqARs3Aq1bO7tXBEEQBEE4g8MZh/F3zt/4795/KCotcnZ3pGNqOJoapHK4aYtJlGnpgt7ZhqQl5EyIaI8haM1QcrTAZE1gEOPd4qzcCqb7jYq23F47vy2N8dxR4/XNOhuHmZm2VxqDMWbcDkJC0mcwKrVsmHhUDd5Jtv4OCf32PNIO+OtX/vam+xH6bpmW5JUDqYKHShKy8kECSTnh7l1WmSYvD+jQAdi2DahSxdm9IgiCIAjCWTwW+RgOv3AY94ruoXrF6rrlHMc5L0eJrSglRFi7m2npgl6MceZI459vX3Ia7bYagpYMJUcLTGIFBkveLc7KrcC3X75SsIYEhQob4udPsIfpNk3FES2O8PgxGaOvZxH8SnMRGeGN1eu8zJMKu5x3kgFCvz1Vw/gFktIS82V83y2hkrz2YovgoYKErHyQQFJOmDgROHsWCAkBNm0icYQgCIIgCKB1qLEr6fo/1mP1mdX4ZsA3CK7g4CyHtooFSt4lFjIwDJNjCmHNOFPC+Bc6hpb25eSEiACEk1M68u6/FIHBknDmLKNcaL9R0fzjsGC85uRXQsHW3QgPyEXG7SBWvtggfwUvjgiNMBljcIU7LPHoY2MQ3iHGPKmwHGEczgqRExIcgsP427sLmPWOFCFs2Zcafn9MIIGkHHD6NEvECgDr1gE1aji3PwRBEARBqI+C4gK8/vPruH7vOpp/2RzfDvwWnWt3dszO7RELlDZILV30n9jNyqvWjAJadTf+nCXjTAnjX+gYSt2XMw1Cw/05WmgQKzBYuyvurNwKQtvvPJg9DHOJGJ5bE0M8J78Sun0zA/eKfbA6bj4StoyHn+d97BkxXS+SmIbZOCo0gmeMwRXuAI2DAPAkFbY3jMPZIXJCwiEfluaX0iIEX3ijC0MCSRmH44A332TPgwezHCQEQRAEQRCm+Hr6YnfCbgzeOBh/5fyFbqu64d3O7+KdTu/A3c1duR1bM+CtGezWhAilwke+eouJIwCQuos9Xpxj/Bkh4+x0Cv9+bDX+LR1DKUKD0gahlPPhaKFBjMAgpt9y5FawZd5a26/IUIeCv/Jwb5kPLt6sgdgVswAAkYHZKCj20m+zRwLQ9nHXqAxjqweFGvKXAPxJevnKP5876hxhwtkikgKQQFLGSU4Gdu8GvLyAWbOc3RuCIAiCINRM0+pNcfzF43h1x6tYeWol3k15FymXU7Bm4BqEVlLIMLVkwJsmiOS7+BYymsR81la0niOGZJ5nyw09SYSMM6nGvzWD2dIxFLsvpQ1CqYaUo5M42iMwmGJPWIM9Bqc9+31oiIcHpWF13HydOAIAq+PmI7xfd1aW2PB4OMMgd1QYh5rzlzRsrw7xRi0iksyQQFLG+egj9jx6NFCnjnP7QhAEQRCE+vHz8sPX/b9G19pdMfansdh7eS9afNkCq+NWo1e9XvLvUMiALy0Rf/FtajQBwLJJ4j5rC6biiOFy01AbPuNMivEvxmC2JIKI3ZeSBqGthpTS+RNMhSc79peTAxQUsDCPjAzA17c+gptL7K+l4wSI65edwkUGVx8JO94xWpaw4x2kvFcJ4QLpLxyOI8QZFZehtfpddVSYnJpFJDsggaQMc/gwsH8/4OkJ/O9/zu4NQRAEQRCuxPDmw9GuZjs8tX4w/sw9g95re2Nss8mY2mEGQqp7yrcjIQNeKOmg0MW3odEkdwiLKTWjWEgN33KxiDHGxQoL1kQQMftS0iAUa0jxGXZKGcNCwpMN+8vJAbp1A+7dA1avhq6ayp49BglDxSB0nPZtMMmDolwYg68v4BdcCZGeRVg94w8kTG8Cv4BK+sow1nBWDhu5cbQHkxQsfVcdGfKiZhHJDkggKcPMnMmeR4wAwtSi+BIEQRAE4TIEoQGw7Cj8G72BvAaJWHxmFlbu2Y9DE9ehRZ0I+XYkVzJCa23svXDXGn/VIpgYYuhJUrO+ufeINawZ41Lu0FoTQaztS0mDUMz5cKRhJ3NoQEEBE0cuXgRiY9myyEi2XBJCx8m0Cs2hLaytacJVMVgRMIKDmbBTUOCF8PBWSOlmUhnGEmrKYSMHSnow2TMWoe8q4NiQFzWLSHZAAkkZ5cIF4McfAY0GeOstZ/eGIAiCIAhXpKAAKLjji7x1i4FGXYF+o5AffBhd1rfAmqdW4cn6T8q3MzHJCMVefNv6WUtGC5/xF91TuIqNHEgVeuz1tpDbIDQ8npbOh6NzGcgcGhAezjxHtOIIwN6bVVWxBt+8FSrTu3WR/rVYIUKkgGEohogegxLn0HD+KJlTyBJKeDDJISTxfVeV9pwT2w8DzEPPJHpVOQESSMoo2rK+vXoBURK8PQmCIAiCILQYGX5nnwayotFw2jM4l/cbCoql3h63AXsMdkuf5RNCLBktQsbfqNnKCCNanHGHVi6D0PR4NusMdI5nrw2TfQKOz2Vgr4eRyfzJyGBhNYYkJAApKTaIJHz5dPgEEkPECBFKi1Byn0PT+WOKPV40zkTO82D6XXVWyIvAb4ZsoWcOhgSSMkhxMfD11+z1iy86ty8EQRAEQbguZobfzUjcX3wQX67YhqcbP6VbXPKgBB5uCl1W2mOw832WTwixVhXCmckIlU5UqgR8RuCZffrXJUXONezsEZ545o9vy+Hw82NhNYaGoOi8HXz9M+wLX1lXU6zNRaXnsJznkG/+8GGLF42zUfI8qCzkRbbQMwdDAkkZ5McfgX//BapXB/r2dXZvCIIgCIJwVXx9YW74+XrhqYZ6cSTrThYeXfkoPuz6IeKbxDuno2Lj+YXu3np48bfXGi3OTkborJKqtiJkBGoxvWOutGHHNz9sEZ4E5k9ww/bYs6e+LpQgJUXmUALDvpaWGAsDWqzNRaXnsJzn0Nr84cNVyssqfR5UJKjKFnrmYEggKYN88w17HjmSVbAhCIIgCIKwBX3CRmHDb96Refjnxj/4+ODHeLTqQJQUeTo23lxKPL9Uw0trtKjszqzqEWPsmd4xV8qwszQ/pApPFu7+G5b0VcQANOxr7jXpc9ERc1iuc2irWOAK5WUdcR7UIKheTUPGn7lIeCkagF6Atjn0zIG4hECyePFifPLJJ8jKykLjxo0xf/58dOrUSbD9okWL8MUXX+Dy5cuIiIjAO++8g+HD9X+UX331FVatWoU//vgDABAdHY2PP/4Ybdu2VXwsSpOfD+x6WHVu6FDn9oUgCIIgCNfHWsLGmd1nooJnBfQOG4JePTwdG28uNZ5fyPCKasXCPiwZLUoZ8GWlLKohfEagKXznQoxhJ+V4yZ13w9meRFpsnYuO8C6Qwzi3Nn9adgdO7jZfrj0P1uaIs79zKvLyUISHoqRvfiX43Z+ByJAgrN5Yyf7QMweheoEkKSkJ48ePx+LFixEbG4slS5agT58+OHv2LCIizMvLJSYmYsqUKfjqq6/Qpk0bHDt2DC+++CICAwPR92G8SUpKCoYMGYIOHTrAx8cHc+bMQc+ePfHnn3+iZs2ajh6irOzaxe7y1K4NNG3q7N4QBEEQBFGWYRUKPPB+1/fx669AXh5w5QoQ+79PAP+qiMwbqWy8uaV4fu2zoQFiqTxmtQig3yuWkz7KfWfWkaVtHY3WCDx/Arh4Gsj4S7/O1jvmUo+X3PkeLN39d7TRbetcVIN3gRh6DGfHki+cKLoHUKES/3mwNkfU8p1zlfMgFQNRMrjCHewZMR0FxV4Ij3gLKSn1mVfh/TTgtHrFIdULJPPmzcMLL7yAUaNGAQDmz5+PnTt3IjExETNnzjRrv3r1arz88suIj2cxsJGRkTh69Chmz56tE0jWrl1r9JmvvvoKGzduxC+//GLkaeKK/PADex4wgJX4JQiCIAiCUAK+CgUeHgBCTgDdJwNuD1A/ZA8Cqy8GUFGZTgjdub9wCtjyuf69oRFkevf23FFg2STjts27KNNfQxxd2tYZmJZmjYoGOg+2bXy2HC8lPD747v6rxegWg7O9J6TQqrtwOFFYffPzYG2OlIfvnLMxESWDK9zRLQ9v7hrfFTdnd8ASRUVFSE1NRc+ePY2W9+zZE4cPH+b9TGFhIXx8fIyW+fr64tixYyguLub9TH5+PoqLi1GlShXBvhQWFiIvL8/ooTZKSoBt29jr/v2d2xeCIAiCIMo2phUKLl5k3iPIbg7s/QB44I6fs1aj+aJonM4+rUwntHf0DWnWxbhiCsAuyK+mGX9OK4LwGUyGbZXCmveLq8NnjForV2sJW45XWH2gZpTxsppR8oSANO9i2eh2xBySSvIqJgZu+Zw9J69ydo+s02M4K6cd9zp77mFQVsvwPADiPMosrb+aBpxOUee5cxUsiZIu8l1RtUCSk5OD0tJSVK9e3Wh59erVkZ2dzfuZXr16YdmyZUhNTQXHcTh+/DhWrFiB4uJi5OTk8H5m8uTJqFmzJrp3F65jP3PmTAQEBOge4SrMLHP4MJCbC1SpAnTs6OzeEARBEARRltFWKDAkIgKIrOOOQ7PeRuiuFHjmh+FiXhraLWuHxN8SwXGc/B0xNaDqNudvx2ccOVOkUEs+C6UQOoYnf7HNILLleF1NAzLPGy/LPC+vQSZ1DjnLCJdqnKpJLDAVQoSwNkcsrXdF8ciZCM0PPtFa6/Uj92+CQqg+xAYANCaxIhzHmS3TMm3aNGRnZ6N9+/bgOA7Vq1fHyJEjMWfOHLi7u5u1nzNnDtatW4eUlBQzzxNDpkyZgokTJ+re5+XlqU4k0YbXPPnkQxdXgiAIgiAIhcjIYGE1hjx4AKxfD7RrBxzd0BEFmlN448BI/Jj2I8ZuH4s9l/fgq75fobJPZbv2zXKfwKBaTn2jKiK88BlHzhQpXKUyjq0hGULHMHUXe0h1rbfleMmdg4QPKXPImeEFUo6FC4RB8GJtjljKQUShNxYx+s1duxG+p7fqw2dM54dQElq5fxMUQtVmdHBwMNzd3c28Ra5fv27mVaLF19cXK1aswJIlS/Dvv/8iJCQES5cuRaVKlRBskkJ97ty5+Pjjj7F79240a9bMYl+8vb3h7e1t34AUhOOA779nrym8hiAIgiAIpfH1ZRUJIiONq9bUrcvWs/tIQdj6zFbMPzofk3ZPwsazG3H82nEkDUpC25qWqweaiyCsGg5f7hOjajlSDGlnixRqr2Yh1lDmE1GsVSKRaIDm5AAFjwxHeMP2yPgzF74hVRHcrJ7lD9nqdSKlSk7uNaBZZ+OwLr455Kz8F9o+lpbwrzc9FmrM0yHlnFj7TvGtP53Cvy1XKBvsAIx+cz9NR8K4jvDzbI09I6YzkYRvfvAloZX5N0EpVC2QeHl5ITo6GsnJyYiL07vqJCcno78VFcDT0xNhYWEAgPXr1+PJJ5+Em5s+ouiTTz7Bhx9+iJ07d6J169bKDMCB/Pkni/319gZMUrYQBEEQBCEjixcvxieffIKsrCw0btwY8+fPR6dOnXjbjhw5Et98843Z8kaNGuHPP/8EAKxcuRLPPfecWZuCggKL3q3OJjiYiRJaESMlRS9iGKLRaDAhZgJiI2LxzMZncOnWJcSuiMWsx2ZhQswEuGnMI74tiSCmuU8AJtIYVcuRIjw4W6RQazULsYayJRFFe2xP/sLuEJsi0gA1ng/1kTBWZAlpqQKYFM8J07bNOgN1WwjPIUd4s5hi2seaUcYhR3zHwhn9tIQt3izWvlOm68t6uJudGP3mxrEqspGB2Sgo9tI3Ejs/ZPpNUBJVCyQAMHHiRCQkJKB169aIiYnB0qVLkZ6ejtGjRwNgoS+ZmZlYtYrFiaWlpeHYsWNo164dbt68iXnz5uGPP/4wujiZM2cOpk2bhm+//Ra1a9fWeahUrFgRFSsqlGVdYbThNT16AC46BIIgCIJQPUlJSRg/fjwWL16M2NhYLFmyBH369MHZs2cRERFh1v7zzz/HrFmzdO9LSkrQvHlzPP3000bt/P398ffffxstU7M4okVrnGrTvAUHG3t7GNK2ZlucfPkkRm0bhY1nN+LN5Dex9/JefNRmJWoGBhu1tySCaHOfaJcD7L1Z5LMU4UGtIoUYlKpKIsZQFiOiaJ/5jCGRBqgoUUwIsQKYFM8JvrZn9gGBNaQb20oZ4Xx9zDxvvZS1msQCR3mzONuTTOXw/ubGzUd4QK5+Ac/8EPIClOM3QUlUnaQVAOLj4zF//nzMmDEDLVq0wP79+7F9+3bUqlULAJCVlYX09HRd+9LSUnz66ado3rw5evTogfv37+Pw4cOoXbu2rs3ixYtRVFSEQYMGISQkRPeYO3euo4cnGxReQxAEQRDKM2/ePLzwwgsYNWoUGjZsiPnz5yM8PByJiYm87QMCAlCjRg3d4/jx47h586aZx4hGozFqV6NGDUcMRxa0d/e7dGEJ47t0Ye/5cuMH+ARgcZcNCD2RCE2pN3b+swtPDLts1p4vAaxWBOHLfZKQwJaXO5RMLCnGUBaboNRS4kYRWJoPohCT5FNKslWhtvuShM8D3zGIUtCLXaiP7h6Wj4Wd50pWHJlE2VK1nHIO72/ulvHIuB3E3jTrYjY/rP4vnDtqviOViFKq9yABgLFjx2Ls2LG861auXGn0vmHDhjh58qTF7V2+fFmmnqmDGzeA48fZ6759ndsXgiAIgiirFBUVITU1FZMnTzZa3rNnTxw+fFjUNpYvX47u3bvrbvRouXv3LmrVqoXS0lK0aNECH3zwAVq2bCm4ncLCQhQWFure5+XlSRiJvEi9u3//vgY+f4wG92sMSmqcRubp1vA2aS8kgmjDePz8gFq1gM8+AyZMYOvz84W9V8okSt9dF3NXXYq3gR2hTJbmg2w1E6SMxdpd7kNbAA8vIKqV8Ti1x2DfBlby+Pxx9lAiOaU9niDODjvT4mhvFlf2JFMQ3nxTJe7w9SxiDc6kAJUCjeawxf8Fvt8uAGjYTvGxiEH1HiSEdVIflpSvWxcQyF1LEARBEISd5OTkoLS01CxRfPXq1c0SyvORlZWFHTt2YNSoUUbLH3nkEaxcuRJbt27FunXr4OPjg9jYWJw/f15gS8DMmTMREBCgezizsp7Uu/u69v82B04P17XP9TyFJ799Etl3s40uyA8dYs9+fnrxY+lSVrFv4kSgpAS4cgV44gmgUydh75Uyh9x31/nKdlq7qy7V20BsuVYTLM0H2ZAyFr62pljyJjmfavzeUrldW7HXY8XGcyUravJmKW8Y/B5o802lpAAdOgAp6y5iT/wb+io2gNkctvi/4Mzy6iJwCQ8SwjJagaQM5JolCIIgCNWj0WiM3nMcZ7aMj5UrV6Jy5coYMGCA0fL27dujffv2uvexsbFo1aoVFi5ciAULFvBua8qUKZg4caLufV5entNEEql39/naP5vAwW/C8/gj9ySm/DIFX/f/WjABbE4OMHIkE0VKDApzXLjAnkXnprAVpXJ+SEXOu+uWEmFq76prDSbTcTvA20BsQmC7sSW57/kTTAwRwtSrR64kqGLmoSM9VmztozXU4s1SnuD5PQg2mC/h3umAoTiixWAOZ2QACUOKAOgTuSYkAJs3A1UKIxAOION2EHw9i/RCiwryjwAkkJQJtOE1JJAQBEEQhHIEBwfD3d3dzFvk+vXrZl4lpnAchxUrViAhIQFeXl4W27q5uaFNmzYWPUi8vb3h7e0tvvMKIlTuV+juPn97Db7suRYf/vYG5vZgOeEMjV9DoaWgACguNhZHDJGUm0IqtlTUUAq5EkuKCdWxNm4HhCYIzQfZsSW5b0mRcOlSwFj8kEPYkjoP+TxWgkKBVt3F71Mqcn5XKPTFcYj5PRAxh31/TYLf/XaIDPTB6rj5SNgyHt4lPhg6tDLu34/E6nEvIWFBS/h53mflgnv0UM05JoGkDEACCUEQBEEoj5eXF6Kjo5GcnIy4OL3bd3JyMvpbyZK+b98+/PPPP3jhhRes7ofjOJw6dQpNmza1u8+OQOrdfeH2DbG9/nZdO47jMPvQbAxrOgzhAXqLODwcmDsXGDiQf/uy56bQ4qiKGlKQ4+66NY8GNY5bbVjzJjE0KPmELZ4kl4JIPR9C53frIrZOCYGP5ox11OKJZooYDydr4uzVNAT/sR57RvyEgmIvhAfkImXEVNwoqIiBO+bgYroXYif0AQBEhhWgYNB7QNtI5cYkERJIXJycHOZiCgAWcrkRBEEQBCEDEydOREJCAlq3bo2YmBgsXboU6enpGD16NAAW+pKZmYlVq4zzDixfvhzt2rVDkyZNzLb5/vvvo3379oiKikJeXh4WLFiAU6dOYdGiRQ4ZkxxIvbsvpv2q06sw5Zcp+OTwJ1jZfyX6NmCZ6DMy9IlZDdHmvZU9N4UWuUIj5Mbeu+vW7garddxqQ8ibhM+rp8dw4M4NVhoY4E1yKYjU82HJM0Up0cLF54xgeVq5UJMnmiliPZwsibMPz79hjpLwgFyEB+Ri9Yw/EDuylW756iRfhKtIHAEoSavLo80/Ur8+EBDg3L4QBEEQRFknPj4e8+fPx4wZM9CiRQvs378f27dv11WlycrKQnp6utFnbt++jU2bNgl6j9y6dQsvvfQSGjZsiJ49eyIzMxP79+9H27ZtFR+PmomNiEV0SDRuFNxAv/X9MHHnRBSVFsHXF/D3Z4LI5s3sOTIS2LkTOHCAeacoUsXmwin+5SqJm7cZa4kwHV1JxNURUy72appeHNEiNlGr1PNhLaGsEokxhfpSKhAX50j4khEbIKVsuc375/OukTtJr61ITVYcFMrmkGH/Bc5/xu0gJEw3vknAW6LdyjlSGvIgcXEovIYgCIIgHMvYsWMxduxY3nUrV640WxYQEID8/HzB7X322Wf47LPP5OpemaFelXo49PwhTN49GfN/nY/Pjn6GA+kHkDQoCXv2ROru8LZu7YDSvnwGLSAtNELNWLobLFeuE2fgrDAGa1499nhY2HI+egxnx2Arj1eaEkIXXx8BZcN6xCDCc0Nq2XLJ2Otd44g5LTZ0T+h4Cpx/39ie8PvFy3K+KhV415BA4uJoPUiio53bD4IgCIIgCLnx9vDGZ70/Q9c6XTHy+5E4fu04Wi5piU87f4VeYYNl249Vl3oho6Zuc9n64HQsVatxxUoiKjC0BLHXK8eW89GqO2vvKKFLSJRxVi4SkXlRtOVpteIIIHPiZ3vOvSPntDWRz9rxNMzLAwBRrRAcVh97uljIV6WS3DUkkLg4v//Onlu0cGo3CIIgCIIgFKNfg344NfoUhmwagsMZh/HirnhU+nsPfhjzGUaN9IWfn+2hNVqX+nv3jO9qGm3PUWEmzk7cKKbcryugEkNLEDm8ckzLBov5rKOFLncBU9MZuUhEem5IKltuy/fV1nOvtjktNpmrSd8s5p9SSe4aEkhcmHv3gAsX2GuenG8EQRAEQRBlhoiACKSMSMGEre9i0elZuNNgCbp9ewTIS0IkHrHZBV6US70jwkyc7fGgNgPMHlRiaFnEXrHC1vniSKFLTflrRPZFdNlye76vtpx7tc1pJc6tSuYLJWl1Yc6dAzgOqFoVqFbN2b0hCIIgCKK8kJOjT6yXkSFjAkMreLp74ou4jzEv+mfgbjWgxhngpWgMnb3KZhd4rUu9Ibwu9WKSb9qKGhI3WjLAXA2VGFpWCasPNO8i3cBVw3wRg5SEnyrpi7YMeUoK0KEDezbzTpPj+Es9946e09YSpSpxblUyX8iDxIX54w/23LSpc/tBEARBEET5QVRIioJkZABfjO8JXD8FDHwWiNyDj1MnYnCLJ9G0XhWbtifapV6pu+9quDvsKqKCGFw5sawY1DBfxOKIsB6xoS4i+2K1DLkzjr8j57RY7xi+42lvmKAK8h2RQOLCaPOPUHgNQRAEQRCOQqkqD1YTpT5E5wJfLQQrX9qF/p/MhH9+C4S8IU0c0e7P1xfw8gJq1wbWrrXgUg8olyPEHnFCrj7JZYBJ6Y+SOVdUYGgphrX54uxcNqYoGdYjNdRFjr44S0x0lNgkJdTO8HjKFSbo5HxHJJC4MFoPEhJICIIgCIJwFEpUeZDilaJ1gWdiijtOR0w1ElO2/b0NmXcy8XL0y9BoNKL2V1AA+PgA9evzVFbQomSOEFvFCbn75Mi8GI7IueJKiWWlYGm+ODuXjSNxVt4ce8VEewQspee0rd4x9pwLlQl6JJC4MBRiQxAEQRCEo5EUkiISqV4pQi7w2XezMeL7Ebh5/yYqeFbA8Ob8hqGl/fGOwRGGmFRxQs4+mRootoxJqD8eXkBUK+NtlqWEsM5CKLxBpcdVrIeYJJwZamSrmCiXgCWXqGC6HVu9Y2w9FyoU9EggcVFu3ACuPZyHjRo5ty8EQRAEQZQfRFd5kIBcXinV/KrhnU7vYMtfW/BMk2fk25+jDDEp4oRcfZLLQBHqz74k9jDcrlLHU013oh3RF9P54mjBQOQYFctb5Oy8OVLFRLkELLm+s0LbscU7xpZzoVJBjwQSF0XrPVKrFuDv79y+EARBEARRfjAOcbEQkiIBubxS3DRueKPDGxjffjzc3dwBAMWlxdjw5wYMbTpUF3IjeX/ONsSk7FtKn+Q0UKzt13C7Qm1LS1jlDEeWvVUCZ/XFkfNUwhiVylukqmS8lsQi7bob2fyfFRKw+LYp13fW0nZs8Y6x5VyoNNkwCSQuyrlz7LlxY+f2gyAIgiCI8ofVKg8SMfVKGTaMJU719bXNHV8rjgDAuynvYubBmUj6Mwlf9/8aQRWCBL1g8vPZ/szCANRkiGmRo09yGih8/RHaLl/bmlHA1kX691JEBTXdiXZmXxw1TyWOUYm8RTrUkIzXklhkuo4PPgGLb5sN2wMnf+HfhqXvLJ/QYu27b0uondRzoUbhGSSQuCz//MOeo6Kc2w+CIAiCIAghxOYdMPRK8fUFvL3Z67Q0+93xw/3D4eXuhW1p29BiSQuse2odOkZ0NPOCyc8Hnn7aQhiAGgwxU4T6JDa8w5Inhz39OX+ChdVY2p9h30tLjMURQJqoIIfQI1dIjLPvijtinkocoxJ5i4xwZjJeS2KR9rUl+AQsoW1a2pbQd1lIvFFKnJByLtQoPIMEEpdFK5DUq+fcfhAEQRAEQfAhNe+AdllGBlBcDFy5Io87/pg2Y9A+rD3iN8bj/I3z6LKyCz7o+gEmdZwEN40bAL2AYxoGULs2cOEC6xsTeOojuLkKhBFDTA0SKeEdQl4fWxcxY9eeEp0lRdYNH23b0yn82xIrKog19oREEDlDYtRwV1xpwUDiGHUeWxFFWD3jDyRMbwI/Py+78hapBktikRCd44EqNYQFrPMnpPVBSFSwJN6cOyp+O1KRIjaqUHgmgcRFuXCBPZNAQhAEQRCEIxHrFWJr3gEl3PFbhrRE6kupGPPTGKz9fS3e3vM29l7ei9Vxq1G9YnXB/bq5AUOHypxYUkmEDKKgUMDdg98A0d5NtseDgw8pho+9ooKYO9FCIojcITEqvSsuKxLHGBwM7JmehIJDyQi/lIuUgUHwje2B4OB4B3XYBFu8hYQ+Y8vcNa3qZCvRPYGWjwlvS0ikOX+C3xulYTv7+2SL2KiyctwkkLggHKf3IKlb17l9IQiCIAii/CDFK8RWoUMpd/xK3pWwOm41HqvzGF7Z/gqSLyajxZIWWBO3Bo9FPsa73/R0oKRE5sSSfCgd3mEtt4e7gEkgwoPDomAm1vDhM7ijWlv/nCGWBBlLIogSITEqvCsuO1LGeDUNwX+sBwLY2/CAXOCP9UD7lo4/NrYY8JY+Y00sskUsi2rFH6JmiiVxBJDutSRHFSm15AKyAzdnd4CQTlYW+yNyd2dVbAiCIAiCIByBqVfIxYvsPZ9oICR0ZGRY3odhAtVDh9izvWWEtWg0GjzX8jkcf+k4GldtjOy72eixugem750OT+8Ss/2aXmfJlljSkORVwLJJwJbP2XPyKtu3JcYgOrSFGTJiPmdle1rBrEsX4PBh9tytG1tukatpLKzGsB89hgOjZgNR0ez9+ePSj0dYfaB5F3NjzJIIomQuhqBQtg/T411WEDreptgShqIEQga8pfMj5jPauRv3OnvukSBunRBa0cWQmiaJJ8UILXzbiR3IBBg+7J3zajnPdkIeJC6INrymVi2W4Z0gCIIgCMIRSPEKEaoUYyp08HkgyF1G2JRGVRvh2IvH8PqO17Hs5DJ8sP8DpFxOwZqt3yLQPQzh4cC33wLxJhEAsiaWBBwT3sGH6Z1iG8NCbAqjsnYH/3yqcXs57kBbEkGUColRU9lhZ6OGvCyAbd5CYj9jyVtKroowtniaCXn6KDHn1XKe7YQEEheEwmsIgiAIgnAGUsJfDCvTCAkdlkJ2tNuT3WPjIRU8K+Crfl+hW51ueOnHl3Ag/QDG7nkGB547AECDunUBf3/rAo9dKB3ewVcdBuA3WGwIC5EcRmVNEFKqAow1EUTukJgyEmogG/aIUHKFnwG2GfDONPpNhRVbc3XwfU6JMDA5QuVUAAkkLghVsCEIgiAIwhmI9QrRYiiG8BnNtiZylZMhTYegTc02GPn9SCx+YjE0Gg0AcQKP3Tii1GbuNfGGqUQDTHK+GGsCiJLGqDWDUI5EkVpj/kY2/3pHlfpVI7YY5HJ74dgi1CiddFdOAUgqcs55bf+153nfBuYNdv44e7iQBxUJJC4IVbAhCIIgCMIZiBUNxFa6UaJijS3Uq1IPW/oewP37TBzJyAB2ZKxDj4btUSe8jq6vsuOIiicKJgyVKphZFUCUPh5KVsswNeb5EFt2WCx2fl7s91Q2pBx/pbxwbPk+KPUdslRZyRUS/FoSsJQIlXMQJJC4IBRiQxAEQRCEIzE0pAoK9AawqWiQkwNkZjJD+fZtIDERGDdOuNKNUhVrpJKTAzz2mEYX6vP0hF9xrfdw+O/zw8nRJxAZGKnczh1R8UQhYUBQMLufBpzmGY8YAcTa8VCj8chnzJsituywWOz8vJSKVE5B7nAr03ljbRt87e2t8GKaT4RPALpzAzizT79MrZ4XtlSG2rcBGDZV+b7ZCQkkLoZhiV/yICEIgiAIQmnEGlLadrdvs9K4164BTzzB1gmFzfB6IHgVwvfCcUBT1WEGsFmoT0ANeLdug05tw1Cnch3lO6CkZ4PCmIVRWTPcTQUQgFW0MRQ8hI6HWhOfChmEneOBKjWklR0Wm5fDTu8KNYS3WUTOcCup88aeecYn4PFtr1oE/+cNxRHAfs8LJQTFq2nAyV/411mqDHU+lX1W5b91JJC4GDdvsgsPAKjjgP9rgiAIgiDKN2INKW279HTzbQiFzZh5IMzYCN/TWxGccgdIgcMMYLNQn9u1sGvIPrRqW6jLSXLr/i1cv3cd9YOcdHGvRs8JU8Qa7loBRIohqubEp0IGYVQr/r7Z6x0hg3eFWsLbBJEr3ErqvLFnnvHN54bt+bfX7xXxY7DVa0YJQdFaKJn29ykq2jzMBnCJPDxuzu4AIY0rV9hztWpAhQrO7QtBEARBEGUfrSFlCJ8hxddOS0ICC6fhIzj44baupiH8/FoEV7ijX3loCzNYFIYv1Oe5EZ64+W9FAADHcRi1dRRaLWmFNWfWKN4fM5JXAcsmAVs+Z8/JqxzfBzFYMtxNETJEhc63lG07Gq0xb4glY95e7wgZvCuEwtuEvqdOocdwYNRsIO519twjwfpnTJE6b2ydZ0Lz+fwJ/vbuHuZzplkX/rZiz+vVNOaNdTVN+vdL7PYtiSOGc77zYP42fGMx7LcKIIHExdAKJLVqObcfBEEQBFFeWbx4MerUqQMfHx9ER0fjwIEDgm1TUlKg0WjMHn/99ZdRu02bNqFRo0bw9vZGo0aNsGWLlXwGDkSsIcXXLjQUiIgQWR5XAQM4J0ffz4wM9p4Pw1CfQ4fYs2Gf7xXfw42CG7hXfA8JWxLw/A/P417RPZv7JQklDB054DNqpBjuUs+3M8utikGKMS9VUJH787A+51VDWH2geRfbvQ6kzhtb55nU36mgUPM5M/B128+rqYi6b4M8/RTz2eie5nNe7BxVofhLITYuhtZtlQQSgiAIgnA8SUlJGD9+PBYvXozY2FgsWbIEffr0wdmzZxERIRBTDuDvv/+Gv7+/7n3VqlV1r48cOYL4+Hh88MEHiIuLw5YtWzB48GAcPHgQ7dq1U3Q8YhBbqcSw3cKFwJgxQEAA+0zNmiISP8psAEtJQmmtOk9Fr4pITkjGRwc+wvv73sfXp77G0atHkTQoCU2rN7Wpf6KxFk7hjNAbIdf9c0fN2woZeFLPtyMq/tiLlFwy9ibntfPztpaxdnjlG3uROm8stbf0XbMUZlVSJLx/0zljy3nlE1H5wlss9VMMQp9t+Rh/P8UkXFZh2JyG4zjOaXt3YfLy8hAQEIDbt28bXfAozRtvAPPmARMnAp9+6rDdEgRBEIQknPU/qTTt2rVDq1atkJiYqFvWsGFDDBgwADNnzjRrn5KSgq5du+LmzZuoXLky7zbj4+ORl5eHHTt26Jb17t0bgYGBWLdunah+KX28xRpFdhtPZob3QNvc6sH236ULy52iJTLS/go5KZdTMHTTUGTdzYKPhw8W9F6AUa1G6XKVyM7VNHZn1ZRRs5kg4eikpUL96fcKsHWR+fJRs4WNHVvOtyvkYimjqL7yjSWkzhvT9mLyeViaz0rO29MpzAPDFNM8IHL0R8bfaMF+x73OvIZkRuz/JHmQuBgUYkMQBEEQzqGoqAipqamYPHmy0fKePXvi8OHDFj/bsmVL3L9/H40aNcLUqVPRtWtX3bojR45gwoQJRu179eqF+fPny9Z3ezGrVGJnO0FkLHmrVBLKLrW74PTo0xj+/XD8/M/PeOnHl7Dn8h4seXIJ/L0VEAOF7mgDzrn7KuTRknleuL1Qf2w539o22n6QSOIwVF/5xhJSK0UZthfr6WBpPitZqUrIs6PzYPYQU1VHrLAqZ1lylYbNkUDiYpBAQhAEQRDOIScnB6WlpahevbrR8urVqyM7O5v3MyEhIVi6dCmio6NRWFiI1atX47HHHkNKSgoeffRRAEB2drakbQJAYWEhCgsLde/z8vJsHZb6kMmQEMqdkrLuIsK90+26uK/qVxU/Df0Jnx7+FG/veRvr/1iP3zJ/Q9KgJESHRkvbmJg7uXxGyekU/rZKV4kQMl5qRgGpu8yX38i2XNpT6vlWa6nfcoDqK98ohZAouG8DMGyq8TJnlOy2FkYkZ4lp7fbkGKNKw+ZIIHExKAcJQRAEQTgX01AKjuMEwysaNGiABg0a6N7HxMQgIyMDc+fO1QkkUrcJADNnzsT7779vS/fLDby5U7ib8N34HqCtlGOHce2mccP/Yv+HjhEd8cymZ3Dh5gXELI/B3J5zMa7tOHEhN1KMfVOjxFl3X4WMmlbdmSFpanztS2IPOYQMleYssIraw4JE9k9QdExxokjiiGMr9J06n2pZ/HMkYj07ZCgRrUOOYy+nR4pMkEDiQhQUANevs9cW8sARBEEQBKEAwcHBcHd3N/PsuH79upkHiCXat2+PNWv0pWJr1KgheZtTpkzBxIkTde/z8vIQXuZv40rDLAnluovw3fieeRlhO43rmPAYnHr5FJ7f+jy+/+t7vP7z67h9/zamdZ5m+YP2GvvW7r4qaTgKGTXa5edPMFHEEDmEDDmNO0ehdo8XCf0Tm7DZYTjq2IbVN8/noUVNc0/bj/Mn2COqlfhkshdOScv7Ieexd4bXjQVIIHEhtN4jFSsCgYHO7QtBEARBlDe8vLwQHR2N5ORkxMXpyxcmJyejf//+ordz8uRJhISE6N7HxMQgOTnZKA/Jrl270KFDB8FteHt7w9vbW+IIVIYD7vwa5UTxTtd7jhgig4ET6BuIzYM344tjX2Dukbl4MfpF6x+Sw9gXEiocYTgKGTVh9YXHdv6EfedcpTkLBFGbx4vpd05i/4KDgT1r/kFB1n8IjwhCSkp951SxuZrG5pIjj23nwfwCiZrmnun3ns9zK6w+0KwzcGaf8WfP7APaPm571RxX8OQSCQkkLoRheI1SidIJgiAIghBm4sSJSEhIQOvWrRETE4OlS5ciPT0do0ePBsA8OzIzM7Fq1SoAwPz581G7dm00btwYRUVFWLNmDTZt2oRNmzbptvn666/j0UcfxezZs9G/f3/88MMP2L17Nw4ePOiUMToEhQ143mo6ChvXGo0G49qNw4vRL8LHw0e3/Od/fkbPuj3hpnETt1+p/TEVKpxhvJga3kJjMPQqseWcqzRngSBq8njh+85VE3BJF+pf8ioEa7dxBAi3dA6VEkBNx2FK7jXk+NSXvxSx2uce3/ce4P/u121hLpAA4uelmua1ApBA4kJQglaCIAiCcC7x8fHIzc3FjBkzkJWVhSZNmmD79u2o9fDPOSsrC+naOxpglW/efPNNZGZmwtfXF40bN8ZPP/2Exx9/XNemQ4cOWL9+PaZOnYpp06ahbt26SEpKQrt27Rw+PqXJyQEKLl5E+KEtyLgdBF/PIhbyIqMBL1yKtD6CHWDgGIojSX8k4ZlNz6BPvT7YNmQb3N3c9Q2VMrgcbbwIiV2mYzPF1nOudM4COQ17tXi8CIlm/V7hb8/XPynCmxwCKN95EBIBDMjRhClXiljs3BMzh+QWkIS+99p1cuYvUsu8VggSSFwIrUBC+UcIgiAIwnmMHTsWY8eO5V23cuVKo/dvvfUW3nrrLavbHDRoEAYNGiRH91SLTri4GYLVPRsgYct4+Hnex54R05lIIpMBb7EU6UMDJ+ef/1BQIQThbSPlu8PMQ1FpEXw9fNEqpJWxOKJFCWPfkcaLJaPZcGw3ss1zkgC2n3MlchZcTWNVSQzDKOz1bFKL14GQ8ezuIb5/YoU3OTyYhAQWSyLAw74XBNZTthSxaflfW8LbbBGQrAkqlr7fpuvsnZciPs/rxefoUCwbIYHEhSAPEoIgCIIgXBWdcHHVF7ErZgEAIgOzUVDsxRrIZMBbKkWakwNk5tZHwmv1cfs2kJgIjBsn4x1mExKaJ6BdWDtEBkbqlv137z9U8a2iF0zkNvblNMqtGWXWjGbt42oav0CiljvOQmEbcng2KeXxIsUDwZJo1ryLuP6JFd7s9WCyJLAI9aFzvC4haTgcVIqYT+Ro2N66OGSLgCRGUOH73gPC331756WFzwt78bmGSEICiQtx9Sp7piT1BEEQBEG4GrzCRdx8hAfkynpXXagU6ebN7Pn2baCkBLh2DXjiCbY+MhK4cIG9lvsCvn6QflyFJYXos7YPKnpVxNqBa1HTv6a8O9Mih1EuxigTMlhLS4DTKfp9q8WTgg9rYRtyeDbJLYJJ9UCwdvzF9E/sObTXg8mSwNK8C38fuj6je+uQUsRCIoeHF397wzkkVUCSIqgYVpEC+KvYGMJ33qUIbwLzxqIXnwtAAokL8e+/7LlGDef2gyAIgiAIQiq8hsuud5GyKQvhbSP5P2QDQqVIAXbRbpAiRsdbbwFDhyp/l/P367/j79y/cbfoLlosaYFVA1ahT1QfZXZmj1Eu1ijjM5prRgFbF+nfa413JXOH2JPPwVrYhlq8XLTYGsIix/EXsw17xTBrAouVPshWitjSnLI2Z4T6bvpaqI2YfQkJKvZ872VKnm3Ji88VIIHEhcjOZs8kkBAEQRAE4WrwGy6+8I2UTxwBHpYi3aOPf09J0ce/m160a3lYhEjxu5ytQ1vjxEsnEL8xHiezT+Lxbx/H/zr8Dx91+wie7p7K7dgUe0NnDDE0WEtLjMURwNh456u4Y69gYq9RZ0kAUYuXiyH2hLDI4ckiZhv2ijFR0Sa5YAaaC3MC27T0/ReNtTlVWsL/uYBg6+KQVAHJUTmFZKx+5RAvHgUhgcRFKC4Gbtxgr6tXd25fCIIgCIIgpCKL4SJhX1q0F+R8F+3BwSxeXosj7nJGBUXhyAtH8L/k/2HhsYX45PAn2H9lP9YPWo/alWvLv0NTEcKe0Bmh5VqD9XQK/3o+491SP8QKJ3IYdXwGa1Q00Hmw48URMeNWymCWu6qKLWKM6Zyw8Tzwff9FI2ZOuQuY0O4e4sQhKQKSWEHF3vMnJLydPyF5u7J58TgJEkhchOvX2bO7O1ClinP7QhAEQRAEYQt2GS52YnjRvnAh8OKLxuII4Li7nN4e3ljQZwG61O6CF7a+gF8zf0XLJS2xvN9yDGw4UL4dmRqczToDZ/YZtxEbOiPGm0Ks8W7JCD13VLxHiFwljZUuHSwGsZ4wYfVZGFPmef2ymlH29Vmm0Aq74JsT51OZQCL281LOn1B7MXPK2jwXm9PFmvin7Z+1+SnH+RMak2FyZZHbFRTD76cBp534HRMJCSQugja8pnp1wM3NuX0hCIIgCKL8okT5RsNtnj7NljVvLm95SNOL9u3bgSFDgMJC+e5ySj02AxsORKuQVnhm4zP4NfNXPLXhKbza5lV80vMT+Hj42N4RgN/gNBVHtFgLnRFr0IgVVizdrZbiESLVm8KSES13IlUpSPGEuZpmLI4A7P3VNNsrFckUWmEXQnNi3wZg2FTLn5UqEFhqL2ZOKZ10WKh/9iZxtYRQFRwbt2smhqtBhBMJCSQugjZBK4XXlBNu3QJycwEfH/YL4+3t+D5wHEv1f/Mm8OCB+fqqVQF/f/b63j29isdH9epAxYrsdW4ukJoq3LZ+faB2bfY6OxtYv55dcd6/b962d2+ge3f2+to1YN484e126wY8/jh7/d9/wOzZxus5jo0jNxfo0wd4/nl9f0eNEt5ujx7A2LHs9d275v7bhjz6KDBhAntdXAwMtnBXpF07YPJk/ftBg5gLWdWqbF4Y0qABuxWq5Z132BU/H3XqAK+8on///vvAnTv8bWvW1PcXAGbOZMeDj6pVgUmT9O8//RTIyuJvGxAATJumf79gAX/WRIBZFx98oH//5ZfAP//wt/XwAGbN0r9fsQI4e5a/LQDMmaNXnNesAU6dEm774Yf6475hA3DsmHDb6dP1343vvwcOHhRuO3my/irip5+AvXuF206cCIQ+vEBLTgZ27hRuO26cvib8vn3Atm3CbV9+GYiKEl5PEAYoUb7RcJsLFwJxcWz5li3yl+A13Ebz5sD+/fKF/Pz9N9C/P/t5nzuX/Xz6+7O+A8LCSe3KtXHguQN4Z887+OTwJ/jity9wMOMgNgzagKggO76bUhJJWgudkYIYYUVqOIilhJRiDVW1GWiGYo0UTxi5vGaU2p6tCM2J86mWxR+pAoG19pbmlBSvDluROh45z5/hmG5k85fm5tuuNe8dtYhwInEJgWTx4sX45JNPkJWVhcaNG2P+/Pno1KmTYPtFixbhiy++wOXLlxEREYF33nkHw4cb/wBu2rQJ06ZNw4ULF1C3bl189NFHiNP+I6sQEkh4uHCBxR5VqACUlrIkLXfuMEP3zh0gPl5v0Ozfb9mgGTGCGXgAcOUKkJmpT3nPccz4/vtvZrBPmQJUrszW/fgjM2qEmDRJb+wnJQHLlxsb4iUlQFERuzpMTgY6dmRtV640NkwrVWKxVe7u7P2aNUBMDHv97bfGxqaW/Hy23S1bgCefZMu++QYYOVK4v0lJeqN90ybg6aeF2379tX5bKSn6ffCxfLlecDh9GujVS7jt3LnAG2+w15cuGR8HUwID9QLJf/8xo1wILy+9QHLrluW2YWH61/fvMyNXCO28AdhVsaW2FSroX3Oc5bam/PADmy989OplLJAsXCgsenTsaCyQJCbqf2BMadnS+PgvW8ZqtvHRoIGxQPLNN8Dvv/O3DQsznrPffgv8+it/28BAY4Hku+/01oYp3t7GAsn331sWBgxFsh9/ZPNfiOnT9b8nO3cy8UWIN9/UCyR79rDzIcSYMXor6cABy/Ny+HC9QHL0qOW2gwbpBZLUVMtt+/QhgYQQjRLlGw23qS27CxiX4FUqcapcIT85OcCAAezSpKQEGPgwSqZWLXZJkZBgWVTydPfEnB5z0LV2Vwz/fjhOZZ9Cq6WtkNxrOdq7V7PNABMyOE3DbJRIRGpNWBEyQqNa8RtllgQVMYaq2gw0vtAnPvjGLXcOEkclAbVGWH3z5KxaLBn7UgUCMe355pQUrw57kDoeuc+f9rt7NU3cd1GM8KgWEU4kqhdIkpKSMH78eCxevBixsbFYsmQJ+vTpg7NnzyIiIsKsfWJiIqZMmYKvvvoKbdq0wbFjx/Diiy8iMDAQffv2BQAcOXIE8fHx+OCDDxAXF4ctW7Zg8ODBOHjwINq1a+foIYrCMMSm3FBczAy3v/5id1W//56JHFrh4ssvmTEtROfOenFi+3ZzjwFDevXSG7rffgu8/bZw24QEvUBy/DjrhxDPPafvw+XLTAQRg5cXE0Xy85n4c+eOscFreKWYlydstMpBhQp6YcYQT4Ns+x4erL9C5OXpX1esyG7bCWEoOFSpwoSu4GBjcUFL+/bGn/vf/4S3ayiqBgbyt9Xe0ouO1i+rXNnyOW7YUP+6QgXLbevV0792d7fcVjtvtCxezK6uc3KYqGZIfZM/l9dfF/YgMd3u2LHM84WPUJM/wRdf1GeLNsXwvAFMPBPyKgoIMH7/7LPMu4YPU1/3+Hjj82OIh8lf2sCBwCOP8LcFAI1G/7pvX4DnP0WHl5f+de/eQFCQcFvtbxQAPPaYucePIdrfEoAdAz5vLS2GxzgmxvJ8DwnRv27d2nJbS+MmCBOUKN/It01DHFUe0p7QoYIC9tNsqmN/9hn7KxMrKvWJ6oNTL5/CsM3DcPO/i2i+dQ2Ah//BUj0ehESIHglA28edm28DEBY2bAldsCbIqMlAEwp9EitcyR3eoXS4iBQ6D+YXSCwZ+1IFArHLDeeUEgKbkNeFLQmS+UJjzh217xyKmRdij4taRDiRaDiO45zdCUu0a9cOrVq1QmJiom5Zw4YNMWDAAMycOdOsfYcOHRAbG4tPPvlEt2z8+PE4fvw4Dj50c46Pj0deXh527Niha9O7d28EBgZi3bp1ovqVl5eHgIAA3L59G/7aO4UKMn488Pnn7Aat4Q1SVZGTw+5qnj3LjKNq1djy1avZXeqcHL1x5+bGjNTSUubdoS3xN38+MHUqu7uen2++j+PH9cbR++8zL4bCQmboVKnCDC+NhhnhiYksnABgLvGWPD0+/FB/9TVrFvusoREaFMQM4bAwdjIMXdf3CcTzAsALL7AwBQD480+9C7/2qsvLixnKwcFs24aiA8COw61bzDvi5k32HmB90RqZ//7LPC1M8fZmBlXVqvoQnfv3hT0LACZyaI25wkK2P0vGHUEQhACO/p8s7zjqeGdkAF26GOvykZH2JTbl26Yh9m5fDHKEDm3Zovcc0aLte0aGsQB06BDQoYPwtkrSzyJnxRuoAfYfXAoOl3AP9UYtkm70yF2dxBHI3eeracCySebLR802N/iUPlanU4Atn5svj3tdH24jZv9KHCM1zBMzj4SHop6cn5Ha3tI5a97Fct9E7d9E/JTaP7Hz2xYszQuh4xIVbZ43xpbzKjNi/ydV7UFSVFSE1NRUTDaMwwfQs2dPHD58mPczhYWF8DEx6Hx9fXHs2DEUFxfD09MTR44cwQQTt/1evXph/vz5gn0pLCxEocEd2TzDO+IOQHUhNg8esH/8t99mRn9AgL7UDsDuhGoFkv/+A44cMd+G1lA/d04vkBQXs6sTLe7u7K57ixYssNfwbvC777KHGAYPtpzvwZDJk41zP1iic2f2EEPjxuwhBY2GCUmBgcJtqlcXPzF8fMQLHs7Ie0IQBEGoBj6PCiXKN/r6sr+ciAh2f2LAALb8++/1OUiULg9pb+hQRgZLE2SIhwe773Hjhnl6KmvVcjxuXteJIwAwE2n4GGlIPLkCI8Ik3ilTKvmokga13H0WczfcUTlKLN1NlzJuJY6RGgQ0W3J7SP2M1PbWPCCkfBfEeF1I7Z+SHlKW5oWUvDFqqBQlElULJDk5OSgtLUV1E+OvevXqyBZw3e7VqxeWLVuGAQMGoFWrVkhNTcWKFStQXFyMnJwchISEIDs7W9I2AWDmzJl4//337R+UjTg9xObPP5kXRY0a7P1ffzHXcS1acaRhQxY+Yeg2/uSTzK2/alV2G8bHh/mg3rjBPBSaNtW3ffFFFjsPMG+GwED+8A6CIAiCIBTDkkcFb/lGOxOoaiPeKldm91cqVADatpVv+9awN3TI15ddttSuzfKFv/kmcxL9/nt2+SRZVDIwPB6AwxHcQIGmFJqKVWwZnvxYEhPU4olgiiUDzZE5StQU0qJWbBFrpH5GqhjFd84AYO2HxmFB1oQ1sWKGlP45K4RFat4YtYhwVlC1QKJFYxgnDoDjOLNlWqZNm4bs7Gy0b98eHMehevXqGDlyJObMmQN3A0NbyjYBYMqUKZhocGsgLy8P4Y4IiH2I1oNEq084lI0bWXLA2FiWnNDNjV3JeHiw6h6vvcZCN8LCzPMQACw/gmmOBCEqVzYWVwiCIAiCcDiWPCoML3/kuBQqKGCXEenplvfF59Gi/by9JYczMqR7eRhiWkK4dWsWKVyhAlu3ejVr17y5SNHHwCBzgwbb0B4/PRKJvl3f0jUpKi2Cl7uXhY0ohCUx4dxR5b0wbBFgDD/DFxLh6BwlpmINwMIV1CYqORs1iW2m5+zcUf6wFmvCmhJihljRTYnjaUveGJWjaoEkODgY7u7uZp4d169fN/MA0eLr64sVK1ZgyZIl+PfffxESEoKlS5eiUqVKCH74T1SjRg1J2wQAb29veDsx5MBpITY//QQMGcI8PtzdWTJHf39WseLePePEhQRBEARBlAmUSMZqiqHgMXeucf4O033xebT4+DBH1MJC+0sOyxE6ZLhPX19WhYfPA0f0MTQwyNyCQtHXwKDJyc9Bu2XtMKH9BLzS5hWLN/lkR0hMOH9CeS8MW8JgxHzGGXfgtXfT7QntUZOAIDdqK8sMGFd4MZ3rhlgS1pTyILIWwqLUPOMbT5RAMn0XQdUCiZeXF6Kjo5GcnGxUgjc5ORn9+/e3+FlPT0+EPSzVuX79ejz55JNwc3MDAMTExCA5OdkoD8muXbvQwVK2LCdSVKQvHKG4QHLwIEuSWljIcodcvMiuPoYOBVat0oe7uLmROEIQBEEQZRR7PSqsYSh4zJ1rnibMdF98Hi3aAkx8nidSMfUAsTe0R7ZyyAIu6ctOLMPFmxcxbsc47Lm0B8v7LUegr4V8ZXIiVTSQywtDahjM1TTxoo2zwl7sCe1Ro4AgF2ory2yKkEioxdp3RKl8HEIhLLYez6tpwL4N1kOItOPRttU+XHROujm7A9aYOHEili1bhhUrVuDcuXOYMGEC0tPTMXr0aAAs9GX4cP2BT0tLw5o1a3D+/HkcO3YMzzzzDP744w98/PHHujavv/46du3ahdmzZ+Ovv/7C7NmzsXv3bowfP97RwxOFNr2Hhwcr1KIoTZoAFy6wajQXLjBx5JlngJUrKRcIQRAEQZQTDD0qDh1iz3ImSzUUEAYOZI6qHh7A5s38+9J6tBiybh17GGKPl0twsP6z4eH25T3h6y9f33JymBgFsOecHHHbnxQ7CQt6L4CXuxe2/LUFLZe0xNGrR23vsJaraSzU42qacButmGBI7EAgqhV/e7m8MCyFwZiSvIqFP+xLEv+ZHsNZ1Y+419mzIypsSBmTIUIGr6Xz5krYelwchaU5LVZYC6uvr1qk9Hmz5Xhqv0Om4TOW5pmUtipG1R4kACvJm5ubixkzZiArKwtNmjTB9u3bUethmdWsrCykp6fr2peWluLTTz/F33//DU9PT3Tt2hWHDx9G7dq1dW06dOiA9evXY+rUqZg2bRrq1q2LpKQktGvXztHDE4U2GqhaNea4ITva0rkaDcv/sW0bcPkyq0zTsKGTEp8QBEEQBOEs5PaoMIUvhGfDBiAujuXvMN0Xn0fLkCHm2x0yhDnDAo5J7iqEUH+3bmV5SAD7SgtrNBqMazcOHcI7IH5jPC7cvIBOX3fCR90+wpsd3oSbxoYLRiGPBD73eqE74Ep6YZSWiFtuLfwBEDZwHZ1E0tbQHkfnTHE0zko6KhbesJLWQOenxR9/R3oAST2etoQQlaE5qXqBBADGjh2LsWPH8q5buXKl0fuGDRvi5MmTVrc5aNAgDNJWS1E5iuYf+e479o+9ZAnwwgtsWYsW7EEQBEEQRLnF0EiXOy89n4Dw5ptMHOHbF1+OEG0OkshIYOFCJq5kZwO//64vD2xLPhJT+JLDWtumtnSxl5e+bXY2i1jet48tkyMMJzo0GidePoGXf3wZ6/9Yj0m7J2Hv5b1YNWAVqvrxJM4XQsgj4c4N4Mw+/TJDI45PTFCylKe7gNliutyal4GaKsbYGtqjdgHBXlyh0o89c92eECJb8s5IPZ62hBCVoTnpEgJJeUcxgeT779k/dWkpkJqqF0gIgiAIgiAURGpSVCGPFoAtu3GDtbl2jSVHBWzPR2KIrV4ewcEs/KdfP5YjRcv9+/o+yZUI19/bH98O/BbdanfDaz+/hp//+RktlrTAtwO/RefancVtRMggMhRHAHFGnFJeGGINMKF2j7QF6rcBWnWXt1/2YouhrXYBQY7ksUqKbXJh61y31dvCHq8TKcfTlhAiKXNS5cmFSSBxAbTxqHwVdG1m2zaWEa2khP3bL1wo48YJgiAIgiCEsSWER8ijJSfH3BsFYJc29nq+2OPl0bw5E0mEBBA5E+FqNBq8GP0i2oe1R/zGeJzLOYduq7ph+qPTMfXRqXB3s5JHTspdXme5zIs1wPjaAcBfx9gj95r6EkfaYmirVUCQM3TE0SFPjsIWbws5EteKPZ62hhCJmZMukFxY9UlaCSA3lz0HBcm0wSNHgEGDgOJiloD1668pAStBEARBEA5FrqSoBQXA7dvMe8SQMWP0CVBtRWyyVT6EBBBtn5RIhNu0elP89uJveK7Fc3jAPcB7+95Dj9U9kFeYZ/mDfIlXm3Xhb+tMl3mxiVS17TrHm6+zljhSTKJaMW3sRWzC3OZd1CMiSEke64hjqFaEEh1bOo+OTlxr+l0b9o5x/4TOn6Xksy6SXJg8SFwAWQWS27dZzpGiImDAAPYvT+IIQRAEQRAuSng4kJioD60BgNBQlmve3qo7GRksGtmQoUOBAwesiyTWwoiUSoTr5+WHFf1XoGvtrhjz0xj4efmhklcl6x/ku/tbKVB9YRxS7oJLDWUQc3fbEXfA1XSXXUo4hNjjrabxOQupHkDOyPEh9F2zcP5yNiah4FAywgNykXE7CL6xPRA86KFQef4E/35UlsiVBBIXQFaBJCkJuHIFqFMH+OYbVlOPIAiCIAjCRcnIYElZDfHwYKKEvWJDfj7LBefhAXzxBfDqq+x9fr71z4oRQJRMhJvQPAFta7ZFcIVgaDQaNp7ifHi6ecLT3ZP/Q6YGkTUjTuW5BCQZlQZ3t3PyK6Gg2Avhh7YgI6AjfCMj2bmSI8zBGo7Yh1ikChlijrdS41P7XORDSgiRWvLOWDh/OTfc0O2VdrhX3Bmr4+YjYct4+H17H3vq/4Pgfw8LV8ZRWSJXso5dAG0OEllK1b30ElCpEhNI/P1l2CBBEARBEITzEPLUqFnT/m1XqADUqAFcvgyMHs2WhYWx5WJQUgARQ4PgBrrXHMfh5R9fxoUbF7DuqXWoVbmWuI3YcBdZNUgxKh96P+TkV0K3b2bgXrEPM/KeCoFf4MPEvI4oZaqWcqm2CBlijrcS43OFuSgHasg7k3tNLyBqvUQ8ixCcew0F2d64V1wHF2/WQOyKWQCAyMBsFJw7BpwTEEfU4JVmAuUgcQFk8SDhOP3rIUOA9u3t6hNBEARBlFcWL16MOnXqwMfHB9HR0Thw4IBg282bN6NHjx6oWrUq/P39ERMTg507dxq1WblyJTQajdnj/v37Sg+lTKD11EhJAerXB779Vu+5ob3JZCu+vsC8ecbL1q51jthhLxl5Gdj29zb8mvkr0m+nW/+AJVwklwAA8XlLHt7FLij2wr1iH52Rd/GqL+7de5iY1xFhDmopl2przgtrx1vu8YmdiwrmPMnJ0ecWysiQ8LtjS5+cnHcmRxOGbt/MQJdvPsThjAbo8s2H6PbNDORowhDeOAir4+YbtV8dNx/h1QRc7jrHC38fnQgJJC6A3QJJcjLQq5f9mcoIgiAIopyTlJSE8ePH45133sHJkyfRqVMn9OnTB+np/Abn/v370aNHD2zfvh2pqano2rUr+vbti5MnTxq18/f3R1ZWltHDx8fHEUNyGDYbESIIDmZiRrduLEdIWhrQpQt7b+t+cnKAjh1Z0T9Dhg1zzUuqiIAInHz5JFb0W4FOtTpJ+7CpIefohJH2IsaofOj9EB6Qa27kaRPz2pJc05a+Kr0PMdgjZFg63nKPT8xcTF4FLJsEbPmcPSevsm1fPGhLgXfpAhw+bPK7Y0kAUbBPSlIQWA/33IP0AuLNGrjnHoSCwHrI4OojYcc7Ru0TdryDDL+2/BuLauWAHkuHQmxUDsfpBRKbQmxu3waefx64ehX47DPz2yAEQRAEQYhm3rx5eOGFFzBq1CgAwPz587Fz504kJiZi5syZZu3nz59v9P7jjz/GDz/8gG3btqFly5a65RqNBjVq1FC0785Ea0Tcu2ccBrNnj0whxLCvJK/Q9u7fB0pK9Ms8PAAfH/uTvzqLOoF1UCewju79uf/OYfRPo7G833LUq1KP/0N84QsNBTyRg0IdnwtCzv31GI6MgI5IeCrEaLFR+eWG7QEPL7YiqpUyY1RDKIWSOS9MxwcwIcGWsVoTchTO6SL4u7NzI3B+rb6hYdiPmvLMSCQ8HFi9sZJx+fKNlRAezn7n/YIrIdKzCKtn/IGE6U3gF1AJvpGV1JE/RSQkkKic27eB0lL22iYPkvfeY+JI3brABx/I2TWCIAiCKFcUFRUhNTUVkydPNlres2dPHD58WNQ2Hjx4gDt37qBKlSpGy+/evYtatWqhtLQULVq0wAcffGAkoJhSWFiIwsJC3fu8PCtlXJ2M3OIFH9qSvEYX7iJL8gpt79tvjbe3YQPQqZN8oo5TuZqGV34Yhv05J9FqSSss7bsUzzR5xqyNoCHHZ/CcO+rYXBAK5J7wjYyEXyAQ6cVTfch0fyVFyhl5UhJ4AsoIU0oKNdrx2XsOrQk5Cud04f3d+TQd4afWGjc0FEDE9snec6rAnMg4dhEJ8SEA9CqxoYDIwhu9EB7eCindDBJTq0H0EwkJJCpH6z1SoQK7YyGJs2eBhQvZ68RE9utOEARBEIRN5OTkoLS0FNWrVzdaXr16dWRnZ4vaxqeffop79+5hsEHcxiOPPIKVK1eiadOmyMvLw+eff47Y2FicPn0aUVFRvNuZOXMm3n//fdsH42D4jAjtJQrAQlbsLXGbkcEu1A0xuvMvw/befJNtT2lycvTVb2w+NpaMo4dG6SpUw1AE4UBRLoZsGoI9l/Zgfu/5qOD5MAutJUOOzwtg2STjdqZ3xeU02ETehZd6LAWrD91X8V1/V01Saqsnhek8smR8K5zThfd3Z1xVpAwKQnhArvGKk7+I75O951SJOZG8Cr7Ju+FXNAORgT5YPf0kEhb2MStfriU8HA/DjAzOi5Tz6iRIIFE5duUfGT+euZ/07w/06CFntwiCIAii3KItmaqF4zizZXysW7cO7733Hn744QdUq1ZNt7x9+/Zob5A8PTY2Fq1atcLChQuxYMEC3m1NmTIFEydO1L3Py8tDuIozh/IZEXFxrELMunXyhNwIVbOxNRxGzPZkETJMkCUcyZJxZGCUhsEXexCL97m/8JHmPL468RWOXD2CpEFJaFS1kXVDztDgOZ3C31Z7V1xug03EXXhbjyVv9aHTKqkuY4qS4Rqb5wNn9unfyy282OLdITSPhIxvhcvj8v5OeLnB17PIvHHqLvaIjbPcJ3vPqRJz4uE2gysAe0ZMZ1VsbuUiZV0DfRlsU6R851Uk8pFAonJsLvF78CBLzurpCXz6qez9IgiCIIjyRnBwMNzd3c28Ra5fv27mVWJKUlISXnjhBXz33Xfo3r27xbZubm5o06YNzp8/L9jG29sb3t7e4jvvZEyNiCFDgOxsID1dvpAbT1IZIwAAwPxJREFUwTv/NgoW1ranVF4Vu8ORrBlHJkapB9zwARqhc4eX8OzpT/DH9T/Q5qs2+KLPFxjZYiQ0Yo1LS2KKEgabiLvwsoZ2qaW6jClKhZCYiiOA/B4zUo+p2HkkxcPETvh/J7wRfLK7eV8N+zxqtnCf7D2nSswJg20GV7ijex3unQ4ER5q3l/KdV1lOFqpio3Js9iBZvJg9jxjB8o8QBEEQBGEXXl5eiI6ORnJystHy5ORkdOjQQfBz69atw8iRI/Htt9/iiSeesLofjuNw6tQphISEWG3rSOypQmNYirdDB3YfZ4vJ9fDcufYnPw0O1t/xDw9XNleIqfF98SL05WDtQBuOZIikXCrWqnoIGJ/dG/bF6dGn0T2yO/KL8/H81ucx/PvhuPNonLgyuZaqkyhR9UZENRS7j6XE/TkFJYSbq2nm4ogWOSsVST2m9lSsUbA8Lu/vjrbccXRP4T4L9cnec6rEnJC6TSnfeZVVxSIPEpVjs0CybBkQEwP07i17nwiCIAiivDJx4kQkJCSgdevWiImJwdKlS5Geno7Ro0cDYKEvmZmZWLWKXZSvW7cOw4cPx+eff4727dvrvE98fX0REBAAAHj//ffRvn17REVFIS8vDwsWLMCpU6ewaNEi5wySBzm8JUzbjR1r/H7wYKBePeDAAdZWifAVKVgbs9xJYbXYnUtFTFiMgFdIdQA7n92JWQdnYfre6VhzZg2OZR5D0qAktGjexfq+he7UK+V9YcUzQO68NKpMNKlECIklw9TSObMlh4SUYyq079IS/f5V5Img22fqLvN1lo6jvedUiTkhdZtSvvMq884igUTl2Fzit0IFYNw42ftDEARBEOWZ+Ph45ObmYsaMGcjKykKTJk2wfft21KpVCwCQlZWF9PR0XfslS5agpKQEr7zyCl555RXd8hEjRmDlypUAgFu3buGll15CdnY2AgIC0LJlS+zfvx9t27Z16NgsIXcVGl9flnzew0NfRrekhJXVLShwTFlgQ/jEGGtjlt34fojduVTEGDIWjFI3jRve7vQ2Hq31KIZsGoK03DS0X9Ye83rNQ98aYy0LVUIGspJ5ICwkfpQ7L421/TkNuYUbIcO0WRfpuUHEIPaY8s0jANi6iI29WgT/55yZJ8bWuW/vOVVCzLO2TdPvv9hxK5wnRioajuM4p+zZxcnLy0NAQABu374Nf39/xfYzZgzw5ZfA9OmAqGT1HAeISBRHEARBEEriqP9JguGI4334sLG3xKFDLFzGVnJymLfIwIHm28zIALp0YeKElshI+8UHoX4IiTFpacJjVlLEEfKekeRVI0NFiLSruWj9wXO4E7oN8RET8NuH84THKMZAdkKVCkcfszKD6fls1gUY+Dp/26tp5hWMABZiosRxPLGbiSKm9HuFf7lS/ZBCWZ9bQt9/KeNW+BiJ/Z8kDxKVIznE5qefgHffBV5+GXjpJcX6RRAEQRBE+UHIW+Lbb1mqM1sEgYICVjbXdJtaEUSJ8BWhfvB5ily4YNlDRO6ksIbwVVGRLMjI4OngywUhePcPuFNxDZL+jAdK2bG5l/8AwYapDMWGNjjB+8LoWGrSgMxrwH3h0sc6XKVUrgmyhaZJ8UCwNSmorQaxu4AJ6+6hKk8EI9ToeSQX1r7/UkKDVHCMSCBROZJDbDZsAE6cAP78U7E+EQRBEARRvtCGKtSuDbi5seozGg0QHw/4+9vmNWEp/EFq+Io9RqGQGFO3rvXwDMOKNtr3SuVLycwEbt+Wt/KPNcLDgTWrNYiN1Z+Mr78pxsi9PfFE1BOYGDMRbho3YQN53wZg2FTrOzI1lA3e5/jUl8fgF1n6WIczc1fYiEUR7b4NYoRYg9WWHBL2CFKW9te8i/ryxJR1lKqk5CRIIFE5kjxICguBrVvZ66efVqxPBEEQBEGUL7TeEhcuAEOHsnwhFy6wdbYa6ZY8MHJyxOeOsDfUxZIYI8ZDxBH5UnJy2Ha1+Vq0LFyojFeNFr5j8/R73+F6pxScyDqBIU2GoKZ/TWGD9XwqEx8sGUmmhnLNKCCTlbjOya+Ebhs/xz1NoH3HVmLpYx0uZuAJ5s3ZuRE4v1bfUG7vGKk5JOwVpKztTyWeCOUGlSVZtRcSSFSO9o6EKIFk7152ayEkxL6gYIIgCIIgCBOCg9lDztAXvlAS7XKx4Sv2JpC15Mki1D859y+GggJ2iXfNxI4fM4aVTFZKJOE7NhWuD8Fbne+gVrUgJo4AzBiNimaCiCmWRAY+Q/mhOAIABcVeuHerEBdv2nlsrQkgZcTA4/WG+jQd4afWGjdUwjtGKCSHL4xGDkFKjRWFyisqS7JqLySQqBxJHiQHD7Ln3r2Z/ytBEARBEISMKFW5hQ8hcYIvnMbUKFy40LjPlsIy7M0l4oh8KeHhQGIi8MQT+mWhoUBAgB0VWSzlf3i4LjgoFN99Vx+3bgHt2rGcM5Ura9CgwctGzZMvJOOo/394GxzcYVIswJLIYKmcLIDwgFysjpuP2BWzdMtsOrZ2lD52JXi/n+OqImVQEMIDco1XiBUjpOQJMfXcEAqjkUuQUrunSFlPzGoR160DQwKJisnPZ+XuAJECya+/sud27RTrE0EQBEEQ5RdFyqZKgC+cxcvL3KMgLg6oUQNYt05cWIYYTxEhHCEaZWQA48YZL/PwYMdA9nwcButy8ivhaSshLrfu38KzW57F9XvXkVK5EdbcikAIfB5u14rIYMUgzrgdhIQt442W2XRs7Sx97Crwfj+93ODrWWTeWIwYYU+eEGthNGVAkLJIGUn6K4oyksNHC7kZqJibN9mzuztQqZKVxg8eAL/9xl6TQEIQBEGUYb755hv89NNPuvdvvfUWKleujA4dOuDKlStO7FnZR+ttkZLConm1eTrkTkgqhGk4y8WL7GaSjw8zCg8dAiIiWFttMtOLF9lnlEpmamiUHjrEnuUWjfj2ERAA1Kxpw8aEjJkTu4G9643W6UJcLgofy8o+lTGn+xxU8KyAPbfPooXvb9gV24GVVu1hohwZ9uF0CnsdG2e8rmaUftyeRfCr7C3Pse0xnPUp7nXhvoXVZ0k+XdCoAwS+nwe8Edyju3njc0ctb0xonlxNE9cZS2E0gLjz4arYe+xcDWvn2sUgDxIVc/s2e65cmWWKt8idO+yWyu+/A40bK901giAIgnAaH3/8MRITEwEAR44cwRdffIH58+fjxx9/xIQJE7B582Yn97BsY4+3hb3whbOsXcs8bbVhIBs2MEN+6FB9G6VKBAPKlvtVZB9CRsvWRWaLxIa4jGgxAu3C2mHwd4Px+/Xf0evwW5jidhMzQmfAw83E3OC7sz5qNm8Vm+CgUOx5K5CNW5OGlMW58A2piuDgejYMHOoOyZApHIP3+3nnhnlDa3f47c0TIiaMxtL5cOXwFHuOnSuOu4zk8NFCAomKuXWLPVeuLKJxQABAF4QEQRBEOSAjIwP16jED6fvvv8egQYPw0ksvITY2Fl26dHFu5whF4QtnGTYM8PYGiouZ8T5kCJCdbdxGqTwpWhwhGsm2DwlGi5QQl0eCH8Gvo37FxJ0T8WXql5h5cCb2X9mPdU+tQ3jAw8aWXPGbd9EvMzCcgwGdqKLb5b9lLFxByXCMq2nAmX386ywZ7PYavfaE0bh6eIqtx86WcatBUCljIVMUYqNitAJJQIBTu0EQBEEQqqJixYrIfZjFfNeuXejenbmP+/j4oECpOApCkJwcJlwA7FlbgU8J+EJNfHxYmI02DCQ9nbWNiFAu5MWl0RozIpAa4uLr6YvEJxOxYdAG+Hv741DGITT/sjm2/r2VNbDFFb+shysoPT5Lx9aSwc43T6QavbaE0ZSF823LsbNl3MmrgGWTgC2fs+fkVbb32V7KUMgUeZCoGEkeJNeusfK+VmNxCIIgCMK16dGjB0aNGoWWLVsiLS0NTzws7fHnn3+idu3azu1cOYMvaaq1hKj2IBRqkpZmHHazZQvQtKlyIS8uj2FC0tIS3vAadI5HcFQrfYiLhGP5dOOnER0ajfiN8Th+7Tj6r++P8e3GY3bDF+DF9wFbKt0oUYXFGchR8tYSQse2WRfr25cjca3UsCalj4ejkHrspI5bSFAJCgXcPZwz39UcwiYBEkhUjGEOEovcvw/UqgUEBgJ//glUrap01wiCIAjCaSxatAhTp05FRkYGNm3ahKCHpd5SU1MxZMgQJ/eufGGaNBVgXgZyOfLwlfQ1DTXhC7sZN44Z89o2juiLy2FozOReM3eP7/oMgIchLg+RciwjAyNx6PlDmLx7Mj47+hnm/zofBzMOYn30YNRNPWy8L1sq3QSFWi9VvG8DcD7VYF8qDNVQOn8DX/hDsy7AwNfFf96RRm9ZymcRVh85PvXZ7was/G5IHbeYXEJC813toqGTIYFExYj2IDl5EigpYd4jLv1PTRAEQRDWqVy5Mr744guz5e+//74TelO+4UuaKldCVLHeKY4oPexoTxmHI3eJ24cGmFdQKOb1moeutbti5A8jcfzacexuOQp1TZOyWkIov8G5o6JKFRshpvSoo41HR+RvcKUSxmUon4Wk3w2p4xYjGPHNd1fP7+IASCBRMaJzkPz6K3tu145CbAiCIIgyyZkzZ9CkSRO4ubnhzJkzFts2a9bMQb0i+Lw35EqIKtY7xRFVZJT2lFES0Z4vcnkK8BhgfXsMx6mXT2HlqZV4Kfoldr0qNZeFoYEPsJwLhmiNQe1rISyFajjCeOQTYBwhYLhS+IMrCToWkPy7IWXcfIIKH4bz3VKSZBc9xkpAAomKER1ic+wYe27bVsnuEARBEITTaNGiBbKzs1GtWjW0aNECGo0GHMfp1mvfazQalJaWOrGn5QslvTekeKcoXUVGSU8ZJXG454sFAyw8rD6mdZ6mW3zr/i2M+H4EZj02Cw2rNrS+bUMD/3QKfxtLCUm1CN15d4TxaEmAsSZglLewCFcSdASw6XdDyrjF5BIynO9S8pyUt/lmAAkkKkZ0iI2hBwlBEARBlEEuXbqEqg9zbF26dMnJvSG0KOm9oaR3iiv3RQoO93yRYIC9lfwWtv69FZduXsKp0afgppFQXNPWPBWWQhaUTg5qjwBDYREuiUN+NwwFldRdQOZ5/bqaUcZzS+j7ceGUcZntcj7fqMyvihElkOTksH89AGjTRuEeEQRBEIRzqFWrFjQPw0hr1aol+IiIiHByT8sfwcFMFMnIYBf9BQXylPrlK+nrrHK9tvbFkSWQ+dDewTZEUc8XCcLFjK4z0KdeHyzrt0yaOAJYLqPKty4q2nrp0dIS0X23ifMn+Jdb83pxRtnbq2nMS8eVSuuqEIf+hl1NMxZHAPbe8ByG1QeadTb/7Jl9+nZqKLPs5PknqwfJ+fPnMX36dCxZsgT+/v5G627fvo0xY8bgww8/RGRkpJy7LbOIykGiDa9p0EBkPWCCIAiCcG0SEhKQmJiIihUrGi2/fPkyEhIScODAASf1rGxiLYeFUmEcjsgtImdfTI9Tfj7w9NPOTezqcM8XCYkma1Ssge3DtrM3D9351986iYYNuqF5jebW92UpX4PUHBZCSV3lSg4qtH3AugDj6LK35dx7QE4c+hsmdp7UbcEEEaF2cs43W8J0VDD/ZBVIPvnkE4SHh5uJIwAQEBCA8PBwfPLJJ0hMTJRzt2UWUTlIatUC3nwTqFLFEV0iCIIgCKdz9uxZNG3aFGvWrEHsw7iBb775Bq+99hp69Ojh5N6VLcSIH0qGcSidW0QKlvrCd5w8PYHCQuDyZecldnVEhR8zbBQnTuM2RmIfsM8dn/X5HKNbj9Z5jQliKV+D2FwOfHfMAaDfK0Cr7tY/b+v2AXECjCPL3lIST9lx2G+Y2HlirZ1c880WoUMl80/WEJv9+/fj6aefFlw/ePBg7NmzR85dlmlEhdg0bgx88gkwZYoDekQQBEEQzufXX39FfHw8unXrhrfffhtPP/00Xn31VXz22WfYuHGjs7tXpjAVPy5eZO8NjXyHh3GoEL7jVFwMzJtn3M7Rx0V7BzslBejQgT07xIMlrD7LaWDNqDEwiGrCB91RFYVcMcZuH4vBGwfj1v1blj8rhxu+0B1zd5nuIwttv3O85ZAfLZbCieTkahpw8hf+dWKS3xLORew8sdZOjvlma5iOJe8VByKrB8mVK1dQrVo1wfXBwcHI0AZiElYRnaSVIAiCIMoRHh4emDVrFry9vfHBBx/Aw8MD+/btQ0xMjLO7VuYQU4XBVROY2gpfyBHfcZo7lzn5GqLkccnJATIz9U7FN24ANWuqywvHDAPDJxje2Ir2+Iz7B5Pd/sLGsxuRei0VSYOS0KamSZ49vrvTtpaFVdpDQ2g7Ua3Eb0PpsreWQoAAZbxVCPnpMZydq8zzLEGrkAeUtfkkdr4JhdDYGqbjSG8pC8jqQRIQEIALFy4Irv/nn394w28IcwoLgfv32WvBHCR37wJ797J/QIIgCIIoJxQXF+ONN97A7NmzMWXKFMTExCAuLg7bt293dtfKHHzix7Bh+gJ62lwbcicitDe5qVLJUbWhNF26AIcPs+du3YDTp82P04QJgJeXheMiYyLCnBzg0UeBtm2B9u3Zo21boHNnxyeGlYRJYlQ3aPAGonAw9jPUrlwbl25dQuyKWMw7Mk9f1lvo7vSyScCWz9lz8irxfVDaQ0Ou7Yv1ypGKpRAgQN5jURaSv6p5DMmrWKnf1F3s2dL3wNp8srY+eZXwd85WocNR3lJWkNWD5NFHH8XChQvRrVs33vULFixAp06d5NxlmUWbf0SjAQQ1pWPHgMceA+rWBf75x2F9IwiCIAhn0rp1a+Tn5yMlJQXt27cHx3GYM2cOBg4ciOeffx6LFy92dhfLDKY5LIYNA7Kzgfh44Ntv9TktvvsOqFBBnkSEYvKeWEocq1TSWEA43wrAn+tD8LhIiM+3liTXsF9FRcA1g5u3d+86NueJZATCWNoFN8XJl09i1NZR2HRuE97Y9Qb2Xt6Llf1XIkiMu73UvAX23jGXa/vOQOh4RvcEWj4mX19VkHzTbtQ8Bkfm77C2LwnJms1QwXdFVoFEexdn0KBBeOutt9CgQQMAwF9//YU5c+Zg586dOHz4sJy7LLNow2v8/QE3IT+f06fZc3MRmb4JgiAIoozQunVrLFiwAH5+fgAAjUaDSZMmoVevXnj22Wed3LuyhTaHhTZ0Y/164KmngCtXjAUCrQgA2B/GYS3pqzUBRMmksUIhR82b66tV+Poy8ahuXf177WcBSDJkxIo94eHAunXG/QLYMtWF1Rhi4U5zZZ/K+O7p75B4PBETd07Ej2k/osWSFljXaTY6itm21Kob1pK62msci00a62iEzoGc4ohKkm/q+mKL8W3rGGzdn1QcWe1IzL7sETqc/F2RNcSmZcuW2LhxI/bv34+YmBhUqVIFVapUQYcOHXDgwAFs2LABrVpJiLcrx4jKP6IVSJo1U7g3BEEQBKEeli9frhNHDGnRogVSU1Od0KOyT0ICCycpLQW0kQ5a5E48ai3pq7XEsUomjRXKt5KRwQQLX18maAwdCqSl6UNwjMJcJCQiFJMkV9uvIUPMNzlkiD7UyOGICUWw4lKv0Wgwts1YHB11FPWD6uNq3lV02T4cH9VyRyk4ng0aIGfeAluTTroCjghrUEnyTYthIdawZQz27E8qjszfIXZfSoWFKYysAgkAPPnkk7hy5Qo2btyIWbNmYebMmdi0aRMuX76Mfv36yb27MotWIBHMPwKQBwlBEARR7ikoKEBeXp7uUVhYqPg+Fy9ejDp16sDHxwfR0dE4cOCAxfb79u1DdHQ0fHx8EBkZiS+//NKszaZNm9CoUSN4e3ujUaNG2LLFQk4AB2NqpF8zsQe0AoFcWBIhAOsCiLXP24NhyBFfXhFRgoYEQ0as2KPtl5cXEBrKHl5eQMWKCpf0FUKKYdhjODBqNhD3OnvmqezSokYLpL6UimebPYtSrhTT0jcjtf+z+s+UFwNfKUScA7tQQ/JNe0UuqWNwlKimFSIBx+XvUEmuEKWQNcRGi6+vL+Li4qw3JATR5iAR9CApLgbOnmWvSSAhCIIgyhH37t3DpEmTsGHDBuTm5pqtLy0tVWzfSUlJGD9+PBYvXozY2FgsWbIEffr0wdmzZxEREWHW/tKlS3j88cfx4osvYs2aNTh06BDGjh2LqlWr4qmnngIAHDlyBPHx8fjggw8QFxeHLVu2YPDgwTh48CDatWun2FjEwhdWEhrK8mtoQz7kNMJN856Y7sNa1Rxrn7cHbciRNieIab4VMVV/pMTnnz5t7hnCVwknOBjYv996FRs5sJoTRUwogmnYgQiX+opeFbFqwCo8VucxXM27irYtB+lXhtW3zZ1fbPiDGgx8pVEyrMGenBRyYW8IitQxOCLkhS/sa9Rsx4T0qCBXiFJoOM7UUdJ2ZsyYwbs8ICAADRo0QM+ePeEmmFDDtcjLy0NAQABu376tSGWer74CXnoJ6NcP+OEHnga//85CaypVYmqKRiN7HwiCIAjCVpT8n3zllVewd+9ezJgxA8OHD8eiRYuQmZmJJUuWYNasWRg2bJis+zOkXbt2aNWqFRITE3XLGjZsiAEDBmDmzJlm7SdNmoStW7fi3LlzumWjR4/G6dOnceTIEQBAfHw88vLysGPHDl2b3r17IzAwEOvWrRPVLyWPd0YGCxW5eFG/LCICOHiQvbYnIasQ1pKwPvoo88xYt44JCH5+TCAQk8RVSfiOVWSkQGlfK8Z5Tg6rQvPPP8bjqlvXeKza5XKPl2+bgIicKKdTmOeIKXGvM3d7mRNdXrhxAWvOrME7j74DDzcJ936l9sO0fVRroPPTZcowVBxH5eMQ2veySebLR82WnotEzBjk2p+ztl8GEfs/KasHiZA76K1bt5CZmYnGjRtj586dqFatmpy7LZNYzUFy5gx7btaMxBGCIAiiXLFt2zasWrUKXbp0wfPPP49OnTqhXr16qFWrFtauXauYQFJUVITU1FRMnjzZaHnPnj0Fk9AfOXIEPXv2NFrWq1cvLF++HMXFxfD09MSRI0cwYcIEszbz588X7EthYaFROFFeXp7E0YjHkkeGUqKDaQJSQ3JzgZKH1WH//Rd48MD8UsjS55VEkveKlTv2BQXA/fvGlWkiIpgoZCqO2FO1R4oQsnq1iAS4lrwtZE7WWfKgBM9segbHrx3Hrfu38Fnvz8R90JZ+aO+Y79sAnE8Fzh9nDzVVMlE7cnupSBFc5PJiETsGpb1mHJmUtZwhq0By8uRJwXVZWVkYOnQo3n77bSxbtkzO3ZZJrOYgiYkBvvzSShZXgiAIgih73LhxA3Xq1AEA+Pv748aNGwCAjh07YsyYMYrtNycnB6WlpahevbrR8urVqyM7O5v3M9nZ2bztS0pKkJOTg5CQEME2QtsEgJkzZ+L999+3cSTSsBZWIifWPCFycoD+/YFLl5hIMnAgW167tjrK2cp5rPjCddatM4+stqdqj5C4IiSEVKliZwiRNleCKTYadR5uHngj5g1M2fkmJgbEMINZzHbsMS7PmySCdlY1lvKGqRhiiyeSPWEhtni/2BuGYmmf5SHsy0kokoOEj5CQEHz44YdIMA0aJXixmoMkMhJ4+WVHdYcgCIIgVENkZCQuX76MWrVqoVGjRtiwYQPatm2Lbdu2obIDbhxoTNwVOI4zW2atvelyqducMmUKJk6cqHufl5eHcAVdJRzhkSHGE6KggKVh03qQaJk3Tz3lbOU6VtZyrRjuw6poIYCQuCIkhGj7YK1PgoahLYkurRiXz2QV4ak70fDcuQ7AOiA2DlsjKqN3vd7wcveStj9rxqVSd+2dGXqixn6YYiqGNOsMnNln3EasUGWLF4s9YWG2es1Y26ca8rqUURwmkABAzZo1cf36dUfu0mURVeaXIAiCIMohzz33HE6fPo3OnTtjypQpeOKJJ7Bw4UKUlJRg3rx5iu03ODgY7u7uZp4d169fN/MA0VKjRg3e9h4eHggKCrLYRmibAODt7Q1vb29bhmEzSuf1EOMJER4OzJ2r9xzR8uabQOvW6hFJ5EBsuI5YIYUPIXFFuw3TbS5eDHh72xFCJMWoE2OUPgyV8TQozLnt0GL0P/wr2oS2wfpB6xEZGMnfN1uMS7nu2hsKEeeOypqTxWZkzg0jG3zhUKbiiBYlwktkDguTdZ9lOFGqM3GoQHL69GnUrl3bkbt0WSwKJIWFwNq1QKNGQNu2QBlJfEsQBEEQYjDM19G1a1f89ddfOH78OOrWrYvmClZ28/LyQnR0NJKTk42q9SUnJ6N///68n4mJicG2bduMlu3atQutW7eGp6enrk1ycrLRuHbt2oUOHTooMArbsDfPhRj4jPW5c40FmYICwCRdCzw8WElbp5SzFUAOMUlsuI49VXuExJXNm9k2atVix/fKFbZu9GigQgW2vnlz/j5ZHbsYo06sgcjj0eEGDQI9K+G3a7+h5ZKWWN5vOQY1GmTWzibjUo679qZChCnOCNlxhgggFimllJUIL3FGrg8p+1Sy+lA5RVbLOi8vj/eRkZGBzZs3Y/z48RhiWqtMBIsXL0adOnXg4+OD6OhoHDhwwGL7tWvXonnz5qhQoQJCQkLw3HPPmZUBnD9/Pho0aABfX1+Eh4djwoQJuH//vuS+KcWdO+y5UiWelefPAy+8APTuTQlaCYIgiHJPREQEBg4cqKg4omXixIlYtmwZVqxYgXPnzmHChAlIT0/H6NGjAbDQl+HD9XddR48ejStXrmDixIk4d+4cVqxYgeXLl+PNN9/UtXn99dexa9cuzJ49G3/99Rdmz56N3bt3Y/z48YqPRyyZmSz8V+vdcfEiE0vkzPvBZ6wPHgxs2cIqw3TrBuTnA/7+zHBfuZIlLa1bFzAoKuR0tGJSly7A4cP6vufkSN9WcLDeCyQ8nF9k0QopKSlAhw7sWaxwZSiuHDrEnv38WHngPXuApCSA41hI08WLwOXLLHGstpSwaZ9Ejz2sPqtoY0uJVEN4DOInUAOnBm5Fh/AOyCvMw9PfPY2xP43F/RKe63xr/eCjx3BWKSTudfbcQ0L6AD4hgg8pooAciD3ezkBI9GjW2fi9UuElzsj1IbTt0hL+5YSsyOpBUrlyZcF4WY1Gg5dffhlvvfWWpG0mJSVh/PjxWLx4MWJjY7FkyRL06dMHZ8+eRUREhFn7gwcPYvjw4fjss8/Qt29fZGZmYvTo0Rg1apSuys7atWsxefJkrFixAh06dEBaWhpGjhwJAPjsM5HZrxXm7l32zCuQnD3Lnhs1IoGEIAiCIBxIfHw8cnNzMWPGDGRlZaFJkybYvn07atWqBYAlpU9PT9e1r1OnDrZv344JEyZg0aJFCA0NxYIFC/DUU0/p2nTo0AHr16/H1KlTMW3aNNStWxdJSUlo166dw8fHR04OEy5M834sXChPSIvW48DXl3mC1K7NcooMHmyciDUyknkv7NnDBButmDJvHrtvZM2jxVGlf+1JmmortuY9sealEhwsLb+JbGMXa5QKeHREPNIFKVEpmL53OmYdmoXE44k4lHEISYOS8EjwIxI7w4Otd+3FCg5841cyP4iaE34Kee30SADaPq58eIkMXkOSf3v49gkAWxex8aoh9KkMo+G0mcJkYN8+/ngwf39/REVFoWLFijh16hRatGghepvt2rVDq1atkGhwa6Bhw4YYMGAAZs6cadZ+7ty5SExMxIULF3TLFi5ciDlz5iAjIwMA8Oqrr+LcuXP45ZdfdG3eeOMNHDt2zKp3ihaxdZRtpUEDIC2N1bnv1Mlk5XvvAe+/Dzz/PLB8uez7JgiCIAh7Ufp/kjBGyeOdkQF07AgY6D4AmPfGwYO2iSSGokjHjswr4dtvgaFDAR8ftt0DB4xzjRw6xDwktH3q0oUZ4loiI4XzbjgiRMiQw4eNRQXDvrsSUo8zIOPYzXJiDBT21rAgHuz8ZycStiTgv/z/4Ofph8QnEpHQ3ElFI66mAcsmWW7TrAsw8HXjZY7IDyLleDsDZyeQtXH/dv32nNjNRBFTRs2msBobEPs/KWuITefOnXkfkZGRWLVqFaKjoxEdHS16e0VFRUhNTUXPnj2Nlvfs2ROHDx/m/UyHDh1w9epVbN++HRzH4d9//8XGjRvxxBNP6Np07NgRqampOHbsGADg4sWL2L59u1EbUwoLC81Ch5RE60FSsSLPSkMPEoIgCIIgCAUJDzcPYQkNBQICbMv7YRiGceAAcOECy3ERG8uei4vZMoMoJADMsHh4r0uXr8QQKZ4NSoQIaRHK66Htu1zk5Oi3mZFhWwiPNYRCcITOu6xjlxLKYiFUple9Xjg9+jS61u6Ke8X3MPz74Rj5/UjcLbprQ6fsROsZYEjsQONwkTMpTKzQIpQf5GqavH2zJ3TIEdgSDqWC/dv12+MuEOyhhtCnMoyi2T337NmDZ599FiEhIVi4cCH69OmD48ePi/58Tk4OSktLzbK4V69e3Szbu5YOHTpg7dq1iI+Ph5eXF2rUqIHKlStj4cKFujbPPPMMPvjgA3Ts2BGenp6oW7cuunbtismTJwv2ZebMmQgICNA9lCylB7AvDiAgkJw7x55JICEIgiAIQmEyMoBx44yXeXgwQcIW7wtDg2HgQP7QHR8fZohHRAA//WRumEs1xKUKKvYgVVSwBTnznFhCan4T2ccuk1EcUikEyQnJeL/L+3DTuOGb09+gzVdtcObfM3Zt1yZMhYiG7fhL1moFEEfmB5FbhLiaBpxOkV/MUSMCY7Xrt0fNoU9lGNkFkqtXr+LDDz9EZGQkhgwZgsDAQBQXF2PTpk348MMP0bJlS8nbNM1rwnGcYK6Ts2fP4rXXXsP06dORmpqKn3/+GZcuXdIlTwOAlJQUfPTRR1i8eDFOnDiBzZs348cff8QHH3wg2IcpU6bg9u3bukeG3LcBDOA4Cx4kJSXA33+z1ySQEARBEAShMHxGb0AAS+RpC3wGgyFxcUC/fsCsWez95MmsaoqhYe5UzwYrGIoK9euz0CFtng97BAxDj5ELF1hCf0d4xIhJFGvY1taEsUrj7uaO6Z2nY8/wPQitFIq/cv5Ct2+6Oc+TRCtEWBNAXNVITl7Fwom2fM6eDb1i1Ia9Qo6Fsdr12yPkcWSvgKW0cOXiwpisSVoff/xxHDx4EE8++SQWLlyI3r17w93dHV9++aVN2wsODoa7u7uZt8j169fNvEq0zJw5E7Gxsfjf//4HAGjWrBn8/PzQqVMnfPjhhwgJCcG0adOQkJCAUaNGAQCaNm2Ke/fu4aWXXsI777wDN56yud7e3vD29rZpHFIpLARKS9lrPz+TlZcvM99TX19lbnsQBEEQhIpZvHgxNm/ejCpVqmD06NHo1q2bbl1OTg7atm2Li4YJEwi7EVtuVix8BoOHB7BhAzB+PJCdzfKdaCOfIyNZ1RTD/Vnrk2lSxPx820vh2kJwsLx5T/i2ZXq5anpX2lFJaU3Rjj0jQ7/vnBzzfTurf51rd8apl09hxPcjEN84HhW9+Ny1HYg1AUSO0sKORs1lg02xlt/FWu4RK2O1pww3ANvKUVtC6Xw2jsiXozCyCiS7du3Ca6+9hjFjxiAqKsru7Xl5eSE6OhrJycmIi9OrZ8nJyejfvz/vZ/Lz8+HhYTwsd3d3AMzzRNvGVARxd3cHx3GQMWetzdw1ELLNBJKQEGDXLvavwiPkEARBEERZZcGCBZgyZQqee+453L59G48//jjeffddTJkyBQBQWlqKK1euOLmXZRNbq6TwYWowDBvGQmo6dWLJWX//XS+OAMLu6EJ9EhImvvuOVcGRQ+QRg5zVbPi2ZXK5i4QEffJUseKMEiKFmH07OmmuKVX9quKnoT8ZeaQfyTgCT3dPtA5trXwHDBEjgMhtJCuNJa8YNfRdK3qUllgWcsQY+1bGKovAbGvVJFOUFq5cSRizgKwCyYEDB7BixQq0bt0ajzzyCBISEhAfH2/XNidOnIiEhAS0bt0aMTExWLp0KdLT03UhM1OmTEFmZiZWrWKuTH379sWLL76IxMRE9OrVC1lZWRg/fjzatm2L0NBQXZt58+ahZcuWaNeuHf755x9MmzYN/fr104kpzkSbf8TXFzDrjp8f0KOHw/tEEARBEM5myZIl+OqrrzB06FAAwNixYzFgwAAUFBRgxowZTu4dIRZTg2H/fr3BwJfvxNDwF4OQMKEVRwD7RB6xooI2lEhsiVxL2+bbVq1aLCyb7660GHFGKZFCzL6dUQrZFENxJCc/B09/9zSu37uObUO2oVe9XuI3JEd1FTECiFxGsiNQc1iQqejBh1b0EGPsixirnAKzXSgpXF1NA07+wr9OLcKYSGQVSGJiYhATE4PPP/8c69evx4oVKzBx4kQ8ePAAycnJCA8PR6VKlSRtMz4+Hrm5uZgxYwaysrLQpEkTbN++HbVq1QIAZGVlId2g7tzIkSNx584dfPHFF3jjjTdQuXJldOvWDbNnz9a1mTp1KjQaDaZOnYrMzExUrVoVffv2xUcffSTPgbATixVsCIIgCKKccunSJXQwqBcaExODPXv24LHHHkNxcTHGjx/vvM4RkhAyGOx2R4dtwoRYpIgKQrkHbClFXFBgvq2SEiApCWjXzvyutJhjoJRIIWbfSp4jW/Bw80C7sHb48/qfiHWvxvIniBE85AwncCUBxBpqDQvi83DgIyhUvJig0rHyiq1KCVfWRCc1CGMS0HAKx5T8/fffWL58OVavXo1bt26hR48e2Lp1q5K7dAhi6yjbwq+/Au3bA3XqGNedBwB8/TXzqezVC6hWTdb9EgRBEIRcKPE/GRERgbVr16JTp05Gy8+ePYtu3bqhZ8+eWLt2LUq1ibzKEUpelzgaMR4altpkZLCqLobXUJGR0rxQeLmahow/c9HlpWhcTPeyum2pHhqW+u3rK9+2DPt5+LCxSHHoEEuuag9i9q3YObIDjuOQs2MRqh5jd8E5cPijRRs0HfAO/weuprGEnKaMmu1049iRWPy+GoayuHs4PzzodApLpGqJ2IGsxLHU8yuHJ5EULOzP4m/PSVNRb6B9JZ2FjpNc25cRsf+TsnqQ8NGgQQPMmTMHM2fOxLZt27BixQqld+nyaD1IzPKPAMC777Jfn0OHSCAhCIIgyhUdO3bEpk2bzASSRo0a4ZdffkHXrl2d1DNCTqy5o1sTHuTwQjHj4R3ScACruzdA7IpZulWWcqRIyT1gzatCyrbEHAOpHi5iEbNvRc6RnWgyz+vEEQD4DBfw1qmt+MDzBiY9/gncNCa5/9SeZ8MBGH0XP01Hwriq8Kvohj0HvNncDKsPnDuqnqSdQp4M/V4xF3CkeoY40gPIiueSRe8wufPZCH0PonsCLR9zye+C4gKJFnd3dwwYMAADBgxw1C5dFsEQm/x8fU2o+q432QiCIAjCHiZPnozU1FTedY0bN8bevXuxceNGB/eKcDTWQkPkrrpj6JafcTsICVvGG622JCoY3kkPv/HQIAH/NZw1wUJKHgMxx8DXlyXHjYgA1q0Dhgxh7+0VKcTsOziYJc29dYuFCH37LVC5spPKAWvvxN/QV83kwOF35KFUw+Ht4/OQcvMPrBqwCtUrGlTRVHOeDQdh9F2MiwAARAZmo2DnQWDYIPUl7RQSPVp152+vxuS4Io6p1RA2OcUcofnuouII4ECBhBCPNkmrmUBy4QJ7DgwEgoIc2ieCIAiCcDbNmjVDs2bNBNc3btwYjRs3dmCPCFMcUbpVTP4KWZMiGtwh9fUsgo97ESICrmPd51cxZHor66KCyDwVlrwqbDmuYo6BaaC9XIH3YryAnn7aeVVsdAjkTtBAgxVoiU5cEF71OIddF3ahxZIWWBO3Bo9FPsYaqTT3hCMJ16Rh9fgriH1NX0Biddx8hJ//G7jaTJ1eNlJFD7XlhhFxTJXyDuOlDH4PqE6sChH0IElLY8/16wMGmbcJgiAIojwwffp0lJSUCK5PT09HD6r05jS07vZdurDcFl26sPc5OfLuR+jiX+tkKwc5OfrtZRRGICdfX2RApyEEMEveoqggdLf3appZU63nRUoKywOSksLeA8oc14ICoLAQSE9nYlN6OnsvlKTV6Jhk2Ld/Uy+gixfZe0dWsbGWsFMDDZ6PnYDfXjqOxlUbI/tuNnqs7oHpe6ej5MHD36Eew1lOirjX2bODci3IeS5sJnkVMj6dg4R3mxotTtgyHhm3g/QCBB/O9rIJqw807+KaRryIY2ooth46xJ4VDWFz0vdAKUggUSGCOUi0AklUlEP7QxAEQRBqYOXKlWjTpg1+//13s3VLly5FkyZN4OFBzrFyYIsBJpfRa23fSl/8mwk9QyLRbePnyMmvhIJiLxSWeiH9djXExkVYFRUs3u3lQVvSF9CH1SglJmg9cQwRyqcit/glZd+KIXRuOscbGXqNqzXGsRePYVTLUeDA4YP9H+CxVY8hMy+TtVfa2L6axpKLPhTVHCVEWu3ToS3w9SyCn+d9RAZm49DzkxEZmA0/z/vw9SzSe2fExhl/1sW9C5yOiGMqJLYq6p0l5XtgMqfVBl1FqBBBD5Lz59kz5R8hCIIgyiF//PEHXn31VbRp0wbvvvsuJk2ahKtXr+L555/H8ePHMW/ePIwaNcrZ3XR5pFZf0SJH6VYx+5Y9x4gJ/DlOAlEw6D2Ee6djdeciI/vE4hhluIMudFwBdrxsHbcUN3y5SwI7NARACKFzENXKzMir4FkBX/X7Cl3rdMXLP76M/Vf2o/mXzbEqbhUej3pcuT7yhGcVPDLc/FxEFKEgNRVoHOQY8eGhuBRc4Q72jJiOgmIvhAfkImXEVPh6FiE4qoa+H2rM4+HqiDimsoYZyomcpbEVgjxIVIhgDhJtLbS6dR3aH4IgCIJQA/7+/li1ahWSkpLw+eefo1WrVmjatCk8PDzw+++/kzgiE7Z6LMgR+iJ233yeFqbYGoYg6N3QNhIZVbog4Y0Io3UWxyjDHXS+4/r000DHjvZ5DkjxxJHb48PhIQB82HBuhjYdihMvnUDLGi2RW5CLJ759Av/b9T8UlRaJ36/Yu+cC4VnhmjTzc9F9OsKPzGHlVpNXie+LrRiIS8EV7iA8IBcAEB6Qi+AKd4DM88bjU8rLRuWeCIriimFCEkIOnQl5kKgQQQ+SZcuAS5eApk3NPkMQBEEQ5YV27dqhadOm+OWXX+Dn54e33noL4aq6Reba2OoJIkfpVjm8UADbvWAAy94NYsdolFT1keHwrd4BwdxVm+6ga/cZEQGUlADXrrEHYJ8XhxRPHLk9Pgz37evLqtjUrcve2+MVIxkbvBuigqJw5IUj+F/y/7Dw2ELMPTIXF29dxKbBm6zvT8rdc4EQoIw/c5Ew1nhZwpbxSBkxlQkVjqgSw5eY0xRt0lBtlSC5vUdcwBOBMEGNSXt5IA8SFSIokNSrB/ToAdSo4fA+EQRBEIQaWLduHRo3bowHDx7g3LlzGDNmDPr06YPXX38dBQ7N8Fh2sdUTRI64d1v3beotkplpe94OS94NYsbImyPi2XrIqdnFJiNAu8+DB1lpXEPszdshxhMHUMbjIziYfb5bN2DoUJZqzyn5NGy4E+/t4Y0FfRZg8+DNCK4QjPHtxlv/kNS75wIhQL4hVfXnYuUJ47wfWoQMUTnRJuZsKVAiNyiUiRjLJgFbPpfXu8VFPBEIEyyFHKrIG4g8SFSIYJJWgiAIgijHDBo0CDt37sTHH3+McePGAQDmzJmDuLg4jBw5Ejt27MA333yDmJgYJ/fUtbHHE8TeuHezfQ8pgp97EXxvZgPh9Xg/I+QtsnAh8MQT+nZixQRrnhXWxiiUr+PCBfPPiyU42Ll5O5TK+2JrbhNHlJMWQ1zDOPSo2wMVvfR3NY9kHEHLkJbw8fAxbiz17rlA+dTgZvX050JTUZ/3o8IdfTtHVYk5dxQ4udt8eexA9swnYsjh3eIingiECUIlgc8dVZU3EAkkKoQ3B8m1a8CKFcz/cMgQp/SLIAiCIJxJVlYWTp48iXr1jA3lmJgYnD59GpMmTULnzp1RVCQhHwBhhtJJUEXv+69VSBm4nxl/m+8A//JfNPMZ2RERwJgxxu2kiAlShB4+Y900TOitt5iXhNgwHz6kCFdKCAhKJH20JaTKnvApJTAUR879dw7dV3dH/aD62PnsTlTzq6ZvaEvCXoEQIP046yP88UfNhYhzR5URCgzDZQD+EJt+rwCtujNvAD7kEDHUWj6YsI7pnAaYd5EhjggTswCF2KgQ3hCbP/8Epk0DPvp/e2ceF0X9//HXciyXsCqogFyi4hGKVypq3rd5VmoaHnlk5ZVZWX3z6pdmmWaWluaV4ZEHZWkHppK3pqKZJqgoiKCCiiLI+fn9Me6yx+zuzO7s7gDv5+OxD9iZz3zmc83OvN/zPj5ySJsIgiAIwtEcPHjQQDmixt3dHcuWLcPevTxvMwnRCHW9sNm5FZwJvSboI2DUhJ4vgOjKlYBKZfsgoNruNHv2cIFTO3QAhg3TLTdpkvXpeYW6MEmVBtbSILdisMSlylgg3/R027fXHLcf3Yanqyd8PXzh6+Gru5MvKGz9VuYrNecC1Kit4TZbuJvou8sk/MBfzvnJ+3dbKjEofXD5RntNi0yFbg/IgkSG8CpI1NG4ate2e3sIgiAIQg44OZl/r9OxY0c7tISwCiFBG0WY0PMJ2VOmADt3AtWr61rBqMtLZVmhLayr3Xlq1QLu3gWUSu691ltvlZWXImaIGmP1SJGS115WGpa4c/FZnSxfzh3raKuSTmGdcHbSWTgrnOHs5AwAyC/KRykrhZfSq+ztecIPQPIpIPlv7iPWpUD7GrKHuwlfzI/kU/xl1QqQoAhkRQ5H/uF4BKuykZbjC4/2PeFnTZu0+03pgx2PFAF4ZWgNRAoSGcIbgyQ9nftLChKCIAiCIMorQjNPiHhoNiZk165dJhwHBwOXLgGDBgGFhcDixcCMGYC3t3VCNJ+wfusW9zcwkBPctbFHzBApMgFJoWQRgiXuXHwKMbU7VWqqbdsrhEBv3TX6xu9v4GDqQfzw/A94quZT3EZ95YIYlwL9a6hpJ/5yUgqYFrzNz8oCus4fhkc5g7Fx/nnEzI6E159K7Ots4fVm7LeDFCPCsFaZoX+8VFmEjMUlceC8koJEhvBakKgVJIHkW0cQBEEQhDwQFevCWOYJPsFQxEOzECE7KwsYOJALlFpcDAx5EkMyLMw6IZpPWFezejUwa5Z1aY+lapNYxYxU6ZaFIDa2iTGF2McfWxaU15Zk52Vj16VdyMjNwNOrn8YXfb7AOKe6UPAWFmDxwXcNnUvglCTnEsq2SS1gilG2POmHRsmWqkT7MS0AWKi0upEEJJ+2XcDXyoC1ygw+pZz2egOsmw+ZWQORgkSGGA3SCpAFCUEQBEEQskC0G4ZYVwARD81CMssUFXHKEW2WLLFOiFYL6yEhXN03tbpozM3H1i4f1mQhUuPIjDnm4FOI3b1bpvRSI4f2+nr6InFSIkbFjcLvV37HhJ8n4M/wfvgGgA9c9QoLUEIYu4bqNgNa97WdgMmnsGzaGTh3wLDsk35IomTTF8z1oaw15hGjmBZ6vL5yRI018xEUIZu5pCCtMqO01IiChCxICIIgCIKQEcaCZRp9Q2yJr7m5AJVG0A8w6uHBudXoM3Om6YCg5lAL67t2Ab6+nKJk9+6yoLC1a9s/2K3QYK6m0Fay2DLIrVjU86ruS1YWN661awNubtz4Hz7M/XVzc3x7AaCmV03sGbkHi7ovgrPCGVuu7kYLj5M4jftlhYRafJi6hiS6VowGt+0xChi/CBg8jfs7ZJrJQKmWBODVgU8w14ey1pjH2iCoYtyrKsh8kIJEZuTnA4xx/5MFCUEQBEHIh3v37iEmJgYqlQoqlQoxMTG4f/++0fJFRUV455130KRJE3h5eSEwMBCjRo3CzZu6D5ydO3eGQqHQ+QwfPtzGvbEevuwxJt8Q2ynzBF8Wl2eeAaZO1S3n4sIFUrVWiPbzA6KiOCXEoUNA376WKSWkxNosRFIoWdQYE8DFZskxl51Hoee3ov/dKm4kcWlrLcwM46Rwwtvt38ZfY/9CiCoEVx7fRrTzYXzRNAhs3MdADyN+WvpIfA2Jznikr4TRV5po9cNqJZs5wZyy1gjD2iCoxsrpx76pQPOhYEwtjhNiePDgAVQqFXJycuDj4yNZvbduAf7+3I96SYnWj/vFi5wVSdu2epoTgiAIgpAftrpPOpI+ffrgxo0bWLVqFQBg4sSJCAsLw88//8xbPicnB88//zwmTJiAqKgo3Lt3D9OnT0dxcTH+/vtvTbnOnTsjIiIC8+fP12zz8PCASqUS3DZHjHdaGidQXb1ati08XIBbgxSZD0S2KyyMsyh4/BhYupSzHHF1BX76CWjQQPImVFr0Y9Lk5QEvvGDohrVtm+F2d3dg0yZO2cQXz4ZvXkNDga1bOQPrDh24IK1qQkI4hRVgpWuTVMEon3A3/y7G7RqHH//7EQAwqOEgrBmwBtU9qguvRKJryOJrWCCiYhTps/NzfleOTsOA+i3kKYzb+LfNYgzW8BDhSjlTx8u1v0YQep8kBYmF2OpB5OpVoG5dTgfy8KFk1RIEQRCEXaloCpKLFy+icePGOHbsGNq0aQMAOHbsGKKjo/Hff/+hgUAp++TJk2jdujWuX7+OkJAQAJyCpFmzZvj8888tbp8jxtteqWAt4cgR3dgHhw8DERFWCGvlEKuEUwvPp78eXF2BggLg2rWycuHhnCJkxAhdwVyp5F4Sbt5sfC3pz2vdupzl9caNnMJF2zgrMJBTxFi1Lm8kAd++Y7h9/CKrBELGGL488SVmxs9EYUkhQlQh2PLcFkQHR1tcp6XwXSvt2tm9GboYG/emnTnXHjkiRJEmRKFgjdLB1LFSZ7Ephwi9T1KQVpnBm8GGIAiCIAiHcvToUahUKo1yBADatm0LlUqFI0eOCFaQ5OTkQKFQoGrVqjrbY2Nj8f3336NWrVro06cP5syZA29vb6P1FBQUoKCgQPP9wYMH4jokAZakaLUHQgKMOjrQqK1QK0U8PDi3osePgdhY+yivjKUGXrJEN4Dqxo1AmzaGATz9/Eyn6eWb1+vXueC42vWouXlTgpS/YgMLC0ShUGBKmyloF9wOw7YPw5V7V/DMumewbuA6xESJeLOvxkLhVZJgvLYQnI0Go42Spn6pERIIVYgCxRprJXPHWhsEVUZBVG0NxSCRGbwKkrNngQ8/BH75xSFtIgiCIIjKTmZmJmrWrGmwvWbNmsjMzBRUx+PHjzFr1iyMGDFC5+3VyJEjsXnzZhw4cAAffPABduzYgSH6KTn0WLhwoSYWikqlQrCDJH5rY13YArkGGLU12vEkDh4ELl/mLDcEBdCVAL6YNIsXc+5M2sTEAMeP86RHLinS+aofz4ZvXp8YYWkIDOT26ec0sDjlr7XxG8zQMrAlTr9yGsMjh8NL6YV2wRaYbsR/x1lbxC3j/sZ/J/hQq68VK85tEhuPu+SYC4RqTIGiHdNGSBljWHMsYQApSGQGr4Lk2DFg9mxg9WqHtIkgCIIgKipz5841CJCq/1HHC1HwRH1kjPFu16eoqAjDhw9HaWkpVqxYobNvwoQJ6N69OyIjIzF8+HBs374de/fuxenTp43W9+677yInJ0fzSbMmFUsFQ8oAo+UJbQuOIUMMUxpbrCQQCJ81whtvcK4z+gJ41aq6gnlIzVyDwKD6GU/053XTJi77ozYuLpyiyElPwhGVPUUbOwQW9nHzwaYhm5D4SiLqVq+r2X79/nXzB1spGFt1rQgV+oUEt9UvZ6eAzpJhTqEjJJOMNdlmrM1UIzesDIpsLeRiIzPUChIvL62N6jtGjRp2bw9BEARBVGQmT55sNmNMWFgYzp07h1u3bhnsu3PnDmrVqmXy+KKiIgwdOhQpKSnYt2+f2RghLVq0gKurK5KTk9GiRQveMm5ubnBzczNZT2VGW8Arb+40lsYOUVtw8LmbAJySYOdOoHp143VbE7dE2xpBPyCrp6ehG5bGPUuRhF2DV+DFHTNQUKLExsGfIyZuOryU1eDhobvGtdtSty7g7c0F4HVy4txzXF2B118H7twBgoK4AK4vvmhlyt8eozhXCRvGX1AoFKhTrY7me/yVePTd1BfvP/M+5nSaY1wJK4ELkMXXirlzC3UXMVbODuNuEjGuQ2qFjn4gU/VxQixirLGaKW8WN6aQOCiyJZCCRGY8esT91bEgyc7m/vr62r09BEEQBFGR8fPzg58ACTA6Oho5OTk4ceIEWrduDQA4fvw4cnJy0M5EREO1ciQ5ORn79++Hr4B7+b///ouioiIEBAQI7whRIbAm8C2fBYeLC/DDD5ybi7s7pywoKOCv29qgu0Ji0mgL4JrtZ28iyv86/hr7P+QXKRGsysaB0f+Dx8Cx8PMzou3ROt+VK1zA1+Ji7n+AU5Rop6GwOuWvifgLVgfD5RHE917di+LSYmTmZpq2UHOkYGzq3EJicgDmyzkq7oUlQrophY45BYrQMsaw5lhbYGlcGqHrxsaQgkRmmLQgqei2oQRBEAQhUxo1aoTevXtjwoQJ+OabbwBwaX6fffZZnQCtDRs2xMKFCzF48GAUFxfj+eefx+nTp/HLL7+gpKREE6+kevXqUCqVuHLlCmJjY9G3b1/4+fnhwoULePPNN9G8eXO0N2YKQFRYjAU6FRI7RN+CY8QITinyzDOcsuLuXc71xljd1pxbjUXWCE8EbT/PsvSNwapsoJ55y2k/P+6jbzlTowaQni5BkFYzCFIqmRIW9QXxpp2AIdOxqMciRAdHo1fdXppdxaXFcHHSE92kFoylspo4e4D/GH3LFhsFwbUKa4R0UwodIRYx1ljNONriRo01FiBP1kNWnrdGWZqW4wuPy3fgRwqSyov6x9vTU2sjWZAQBEEQhMOJjY3F1KlT0bNnTwDAgAED8OWXX+qUuXTpEnJycgAAN27cwK5duwAAzZo10ym3f/9+dO7cGUqlEn/++SeWLVuG3NxcBAcHo1+/fpgzZw6cnZ1t3ykR2DttbGWEz01GaOwQfQuOgwd158hc3dac2yqsFPL5LGf0sVU/zCqVTAmLfIL4uQTu75DpGNRwkGZzSWkJ+sb2RTP/Zvio60dwdXYtO0aoYGxO+SGl1YRQyxY5uobYUmkjxCLGGqsZR2easdYCxDcQWXne6LphPh4VuZe52/1WDfsO2u9+QwoSmZGXx/3VUZCQBQlBEARBOJzq1avj+++/N1mGadn1h4WF6XznIzg4GAkJCZK0z5ZY635BmCcri3MRsSbtqikLDnMpXSVJ+WopVrz91recefFFQD+xlK36YVKpZE5YNCaIn0sAWvfVGYP4q/Gaz8HUg9j83GaEVQ0rO8acYGxO+SG11YRQpZfcXEMAeSptygvWKpeCIpAfNQCPitxx9Z4/2q/9GAAQXs22Gbj0oSw2MkOtINEJJKW2IKEnEIIgCIIgHID+m3J7pI2tTKgVUOp4wS4uXBDS0FDpUhSbS+nq8PTIQRFAVGfRwrF+JpZdu4B69ezTD2NKpbQ0mM8sYkrg1ju2d73e2DF0B1RuKhy7cQzNv2mOuItxRg7WQ0i2GVtkQekxChi/CBg8jfvbw4iZj9By9qK8ZdCRExIol4JHPo+Nawt1ttnFkk0LsiCRGbwuNrt2AbdvA5GRDmkTQRAEQRCVG4e5X1QS1Aqoa9fKtjHGZWGpW1ead2TmgqgKCbIqV7TbGBUFJCTYpx/GMvd4eMC8sBgUwcUcOcdjQcZz7JBGQ9DcvzmG7xiOE+knMOSHIZjSego+7fEp3FxMZLQS8lbfVlYTQl0+TJWzNOCnNcglnocYHDFO+khgEZSWBsS8GaKzzW6WbE8gBYnM4HWxadyY+xAEQRAEQTgAS9wvKGaJcIwpoNq0kfY85oKoluf0yNrYqx+mlUoChMUh07m/2koSEwJlnWp1cHDsQbz/5/tYfHQxlp9YjkOph7D1+a2o71ufv5FClB9ydHUBbJvy1ZxCQa20uZHEBZ2Vs6JEBqlxNVipXDKpdLQTpCCRGWoLEnsuAoIgCIIgCFOIfWgtrzFLHKXUcWj8D8IqTCpjhAiLQ6ZzMUcECpRKZyU+7fkputTpglFxo3Am8wxarGqBb579BiOajDA8QKjyQ25WE9bERZEqIK2cFA/GkElqXB2sCBYrB0s2UpDIDAMLkowMYM0aboWMHu2wdhEEQRAEUXkR+9AqRcpYe+NIpY4c3ppWdmymHLNR5pK+9fsicVIiRuwYgYOpBzFy50jsS9mHL/p8AU9XT93CQpUfjs6Coo2lAT+lCkgrR8UDH3JMlWwljrZkoyCtMsNAQZKcDHzwAfDRRw5rE0EQBEEQhJ+fbkpYU8Kj2mVEG7nHLHFkIFr9QKMHDsjf2qYioVaOde4M7NkDdOjAfT97tiyZpBwJ8gnCvtH78EHHD6CAAmvOrEHr1a1x5e4VnsKWBcF1GJbERZEyIK0tAtfaAjHjpHYX0h4PwgBSkMgMAxcbymBDEARBEEQ5w2R2DzuRlVV2vrQ084Kuo5U6YhRQckDs+MoZbeVYv35Aair3CD5gAKcokV3ftARdFycXzO8yH/Ex8fCv4o+8ojz4evo6uoXCMSa0i80mcyMJOPMn/z5tpYYxhcLdTN02lJd0v0LHKf474Nt3gLhl3N/474TVXwmVKuRiIzMMLEjUv8i+5eiHjiAIgiCISo2jXUb43GXc3IDNm7ksJ3wuFBQHRBhZWUB6Ojc2OTnAypXAlCnlI8aMMfiC5N58IlPLzjXMiAtJt/BuSHwlEXfy7qCqe1UAAGMM+cX5hi43csGcO4xQ1yD9evQxF5AWABK2ch91G8zFbpFD1hg15sbJUnchsTFY5DQmVkAKEpmhVpCQBQlBEARBEOUVRwfa44uBolRyFgGbN/PHF3G0UkcbuWYAUiuecnKA4mJOidCvH7dPdooELcyNJ59yTI0xKyKHzJEZQbdWlVqoVaWWZtc3p77BkqNLsPX5rWge0NzGjROJUKHdXFwUvnq0MRWQNvk0pxTRb4OLEqjfwrjiQY7BW02NkyVxSsQqVeQ4JhZCLjYyQ31jIQsSgiAIgiDKE/ouF4DjXEb43GX8/DjXCWPxReQSByQrC+jYkYuDceQI97djR3m4eagVT6mpZRYWauzhjmSJW492fJEjR7i/+m4zauVYSAgQqOdBwecaJqROS9trEhFxMYpKirDk6BIk303GvpR9Vp7YBkgV48NY+ZY9gfGLgB5GNF9BEUB1f/59CVvL3FCCIjjlSPZNTmkgJM6J3LDEXUjM/JTHMTEBWZDIDAMXG7IgIQiCIAhC5sgtra8piwA1fAK9dls9PMoUKPa04khPB65cAQoLda1f0tOlO7+l1g98rihqbO2OZGyNbdvGPTcb64uQjEpq5ZjadcjFRdd1SN+KSEidYq4JwfMhQtB1dXbFsfHH8M3f3+CN6Df4j3MkUsX4MFa+eTfzbh7mznU4Dnh4FziXULatfkv+snLOGiMk1bO+e4yY+algmXTIgkRmGARpJQsSgiAIgiBkjiMzwPCh7S5z+DBnGaD/9t5U0FihFgK2oHp1Q+HYz4/bLgXW9I1P8RQYyI2vrd2R+NbYw4fAwIGm+yI0+K6fHxefZt8+4NAhoG9f41ZEQurka292NqeE0bYmETUfIgOXVveojnefeRdOCk7kyy3MRe/ve+P4jeO85e2K2CCstqiH71h9tJUjAJB8ir+c3IK36tNjFGdRM3iaoWUNXwBXMeNaXgLaCkTBGGOObkR55MGDB1CpVMjJyYGPj49k9bq5cW8M0tKAoCBwrxDS0oD69YHatSU7D0EQBEHYElvdJwl+5DDeR47oWhYcPsy5qjgK7bfyZ88CI0YAjx8Ls3BJS+ME1atXy7aFh9snYGtaGtC2ra4LS2AgcOyYNOcW2zf9cXzxRaCgAFi+HHj1VUCl4sa0dm3bW9jor7GdO4GZM033xRZzKbTOPXvKYrQAgLMzEBbGxW/x8SmL0yO6fRYGw3w7/m18euRTuDi5YGG3hZgRPUOjPHEYUgX2PL0XSE8GatcHWnQX3wa+eCTGqN9SV1HSfohxVx7988gliKm6LSXFwK6vDPcPeB1wduH2O7uYb7NBDBKBY2KqbRKPk9D7JClILMQWDyIlJZxJH8BpmKV6U0AQBEEQ9kYOAntlwtHj7UiFgin0hXvAeBYbfRyl8Dl7FmjdmnthpkapBE6c4NouBUL7xucm4u4ObNokfBylwtgaW7wYGDKkbJt+X2zh/iWkzrQ0Ln5Maip/HdrXh6i1ZoXwmPM4BxN/mYgf/v0BANC3fl9sGLQBfp4yceW3tG9SBQjVr6dpZ+DcAcNy4xdxf8W01dZBTMWMnbmsP/oYa6v+OaVQbNhwnITeJykGiYzQNkN1RMR0giAIgiAISzCXAcZWGT9M1WtKiDWntHFkyt/atYF69YDcXC7jzosvAlWqSGdILKZvxmJtqF/i2VP5xbfGlErgDb3wGvp9sUVGJSF1enhw1jWBgYYBbYEylxxRa81K4VHlrsKW57agW51umPbbNOxJ3oOor6OwacgmdArrJLgem2Bp3yxNYcsHX9Ya72rGY3cIrV/KNvIhZuzMZf3hg6+txs5pTX9sPU4CoRgkMkIdoBXgtPMoKQE+/JCLEqX9GoEgCIIgCEJGmMoAY6t4Htr17tnDva3v2pWzwFArTiyNi6IfwyQ8XHyMDUszmPj5AQkJXByMdu24vwkJ0llpiOmb0Pgd9oBvjf34I+eqYq4vfn7SZ1QyVad6/emPnTbqGDiC50OiTCEKhQITW07EifEn0NCvIW4+vImu33XF/IT5KCktMTzgRhJw9oBtM5JY07fk0/zbxWbDUaOftcZU7A6hSJWxhw+xY2fpObWPs1XWGluOkwjIgkRGqBUkHh6AQgHg3j1g9mxu4/jxDmsXQRAEQRCEOYxlgLlyBXjwALh+3XjGD0vQVoCo4zwEBgIDBnBv7vftM8y4IlS4t9bqwFq3Du0yUisjxPTNmHXDpk1A3br2z1DENy5SW4eYQogllPbcL1/OfXd15dZmejoQGsrFIFErQQTPh8SZQprUaoK/J/yNyb9OxvrE9ZhzYA4OXDuA2CGxCPAO4ArZ2i1EjbG+JZ827cJhylXE0gChtrCMsGUQU7Hrwtg5tWOO8MUk0T7OVllrZBLslRQkMkL9oKBJ8Xv3LvfXx4f7ZSUIgiAIgpA5fMoBF70nTimsEPhSzqpdGcLDOcWMNW4y1igphKSBdSRC+6a2bggN5ebw+nVu+/DhgLe349I4a2NLZZI2QpVefIq7kBDgp5+4IMF163JltJUggvpgA+HRS+mFdQPXoUtYF7y2+zXsv7YfUV9HYePgjejlXsd+7g7G+qAdNLV2fS4Iq5qmnQwzzKixJBsOYNwywjcQaNHdcldBIWl2LUXsujDWFu3Atqf+0B3r2vV122orRYYtx0kEpCCREWoLEgMFCUVrJQiCIAiinMCnHNBXkKgVFWpLE0tik/BZN6jZuJETRE3FRbElfMobR7mmWIPauuHKFS4LUHFxWZBUeyt8bBXHRuj57t4VpvTim/vNmyUIsGtD4XFU1Ci0rt0aw7YPw7lb59A7tjdm1R+BD1EKF/2IDNZaCfBxOxWoFQbcuma8jLbADhhXjnQaBnQZblk7jFlG7PoKWVez0XX+MMuD/fLFN5ECS9aFflsAzo1K/b/+WKcnc8qjJ3VmuUcgv/5IBCfHIi3HFx6uhfDr0UOaPtlqnERAChIZof6B1dy4SUFCEARBEIQDsEYY5RMQQ0K4v9qCRV4e94bdUoFDbd0QEsIJ7tqBMNUKGHu6X2jjyCCvUuPnx30cqfCxRSYaS863fLlu2l6+MZB67nWuxYaj4FGrHfzYDcmFx4Z+DXFs3DG8+cebWPn3Shx88B+AIMOCUrs7rH5bVyCvWguI6iw85a4+9VtY3hYTfcs/HI9HOYNxNVVZpiALykf+1QzAL1xY/UERthH4G7UFXJTc/+r+qxUexs6nbou+S1H9lvzlnyjGyq6N57Hxs9aImVIDXlWcsO9tN0h2KdpqnARCChIZQRYkBEEQBEE4GmuFUT4BsbQU2LIFaNNG13LEGjcUtXVDenqZG8/KlcCUKbrxHdQ4OuOKvaxXbIGjFT72dlniO19ICPDqq7rl+MZAyrnnvxbrYd++ejZRDHm4emBFvxXoVqcbnq79NFxOHAAOx4GBQQGF9O4Op/caWivcvwWUFgs7Xt/Npv2TfM/mlAPG4LPGeEKwKhsb559H+zFlCpiNPecheM8lIMdGsVmEoK/guHxad0zFZrRJPsVf9onySOfaGMxpvuXkPigFlMVGRpCChCAIgiAIR2NN9heAPyuHtzfn8gKUZfyQIkOKnx/nurBvH5ftpW9f3Qw6jsJUVp/yiBRZfazB3tl0+M63ciUX/FdIxhxzcy80w5G116KlPNf4OYSoQjQZXN6s54rpkT4o6DJU2hPpK0fUJJ3iBHttatfX/d5+CDBkum6GGTDg23eAuGXc3/jvxLepxyguYKkeaTm+iJkdqbMtJm460nJ8pcngYgl8Cg79MZUio039Vpp/LboW7ZEJSULKhYJkxYoVqFOnDtzd3dGyZUscPHjQZPnY2FhERUXB09MTAQEBGDt2LLKzs3XK3L9/H6+//joCAgLg7u6ORo0aYc+ePbbshlnIxYYgCIIgCEdjrTAqVDlgzCpBLTiaQ1vIzM/nXjSlpXHtzM+3Po2wtdgitawtMSW0O1rhI2itSCiE8Z1vyhTuOhAyBuZSAAtNey2HNMsX3Irx+ZUdWPbvdziUekjayvWVHmpuXePcRrSVHxM+4U+3GxTBueQA0qWebdHdQEHj0b4nvFRKhAfl4/DLsxBeLRNero/h4VrIFbBzKlpR5zRWzpy7VHBD7m/y3xqFk+jf7fjvrFda2RnZu9hs3boV06dPx4oVK9C+fXt888036NOnDy5cuIAQtUOrFocOHcKoUaOwdOlS9O/fH+np6Zg0aRLGjx+PuDjuoiksLESPHj1Qs2ZNbN++HUFBQUhLS4O3t7e9u6eDgQXJhAlAly7yv6MSBEEQBFFhkMKdQohrizWuCPquByNGALduAf7+QGxsWV3btnHPVfYK7FleEeJW5Sh3JUDAWtFzM8iKHI78NsMsnndj56tdu6weS8dAjLuQo12bAKBxjcb4+cWfcfLmSXQL7yZt5S26A39t59xq9Mm+ySk+tN1kTMWmkDr17JNgoVmX7yDfMwDBrcOxsT6AW7cQdeQSDoz+Hxec1PMhV97OqWhFnVNMRhtt0v7T/X44Dh612sHLq56w321jWYFskQlJQmSvIFmyZAnGjRuH8ePHAwA+//xz/P7771i5ciUWLlxoUP7YsWMICwvD1KlTAQB16tTBK6+8gk8++URTZu3atbh79y6OHDkC1yfpc0NDQ+3QG9OoFSSaBVa7NvchCIIgCIKwE1LFUDAX6FVtlWBJEFVjmXKuXSv7HhYGDBwIFBXZJ7CnOeyZhUXsucpDWmKja0VPCMvK80bX19vgkXshNm5WWjTv1qxNc4jJcCSXWDb9IvqhX0RZdNq0nDQsPbYUH3X9CB6uVjbm+RmcZYE+YhUONkg9m+Uega5TI/QUh2HYN3s4gs9vKSvogFS0APgVHPrpkIVktPENBHZ9JeiUfuwG9u2rJ+zakFppZSdk7WJTWFiIU6dOoWfPnjrbe/bsiSNHjvAe065dO9y4cQN79uwBYwy3bt3C9u3b0U8r5PSuXbsQHR2N119/HbVq1UJkZCQWLFiAkpISo20pKCjAgwcPdD5So74JaSxICIIgCIKQDffu3UNMTAxUKhVUKhViYmJw//59k8eMGTMGCoVC59O2bVudMgUFBZgyZQr8/Pzg5eWFAQMG4MaNGzbsiWmkcKfgdSN4pgBZBw7rmLxb6obC53rw5Ze635cs4ZQj9o7fwIcYtwpHnMsWrhxC42wIxeha0RPC8ouUeFTkrsk2Yum828pFSoyLgqNdm/hgjOGluJew9NhStPm2DS7euWhdhWohXxtLFA589WjFzrAEozFg2gzjd/exF9ruZE/ixJh1RTJFTUOvDKP4Bgq/NmygtLIHslaQZGVloaSkBLVq1dLZXqtWLWRmZvIe065dO8TGxmLYsGFQKpXw9/dH1apVsXz5ck2Zq1evYvv27SgpKcGePXvwv//9D5999hk++ugjo21ZuHCh5oFIpVIh2AZ2bQYuNuvWAStWAA58SCIIgiAIgmPEiBFITEzEb7/9ht9++w2JiYmI0Zd0eOjduzcyMjI0H/2YZ9OnT0dcXBy2bNmCQ4cOITc3F88++6zJFzdyh1ewuHUP+T+tk8QPnU/InDxZ9/vMmcDixbrb7B2/QY0kwTYFxtiw5FzWxoPRx5YKIQPFi0I3FW2wKhsbB3+us81R886H2IC3cotlo1Ao8EHHD1DLqxb+uf0PWq1uhfWJ662rVF/It1ThoK5HnapWK3aGJZhUHKpjn9jbEoIvpod+W8S2zZilh37KXzGKqxtJXL1NOwmvQybBXGXvYgNwF6I2jDGDbWouXLiAqVOnYvbs2ejVqxcyMjLw1ltvYdKkSVizZg0AoLS0FDVr1sSqVavg7OyMli1b4ubNm/j0008xe/Zs3nrfffddzJgxQ/P9wYMHkitJDIK0fvwxkJQENGkCBPHkIScIgiAIwi5cvHgRv/32G44dO4Y2bdoAAFavXo3o6GhcunQJDRo0MHqsm5sb/P39effl5ORgzZo12LhxI7p37w4A+P777xEcHIy9e/eiV69e0nfGDJam+dV26wCA5csBLQNebBz8OYJVT4LmW+mHru96oI5BEhRUFoNEqQTeeEP3OHvHb1Ajxq2CF/1UniZSd1pyLqldOWzlsmM07e3s4fB74vKQluOLmF/f1znOUfPOhy3dd+xF9/DuSJyUiJi4GOy9uhdjfxqLfSn7sKLfClRRVjE8QC0sm0q9ayq+iFj0U9Va+HsjhxgwOtgqpocxi45OQ7mPubnTR//3qmknoG4z03WI+I2zNbK2IPHz84Ozs7OBtcjt27cNrErULFy4EO3bt8dbb72Fpk2bolevXlixYgXWrl2LjIwMAEBAQAAiIiLg7OysOa5Ro0bIzMxEYWEhb71ubm7w8fHR+UgNpfklCIIgCHly9OhRqFQqjXIEANq2bQuVSmXU7VfNgQMHULNmTURERGDChAm4ffu2Zt+pU6dQVFSk404cGBiIyMhIk/Xa0vXXEgsEfYuBDh2AwXrW7pqUmGqsyPqg73pw8CCQmAj89VeZK8KPPwI+Po5LTauNVRYaxoQiI29ZhZwrKws4e5bblpYGpKdzAW2lcuWwVfYVIS4PHmNnwcvPWxbzbgx7WIVI7eKkj38Vf/z+0u/4qOtHcFI4YeO5jWi5qiUSMxN1C9o7i4mpuBcicXR6awMk7JsOptycxFqj8P1enUswrRwR+Rtna2StIFEqlWjZsiXi4+N1tsfHx6Ndu3a8x+Tl5cHJSbdbakUIYwwA0L59e1y+fBmlpaWaMklJSQgICIBSqZSyC6LQUZCUlpKChCAIgiBkQmZmJmrWrGmwvWbNmkbdfgGgT58+iI2Nxb59+/DZZ5/h5MmT6Nq1KwoKCjT1KpVKVKtWTec4U+7EgG1dfy0RbvUF19RUbntICHA4LtUwJSZgtR+6vpDZoIHhd7nEb7BK0BIpFJk7V1YW0LEj0Lo10LYt92ndGhgypKyMtUK71C47aoS4PPg1rSebeReCLRQZdol5cyMJTuf+wnt1nkfCmAQE+QQhKTsJbb9tixUnV3BylyMEXyFxLwS6ctgtBoxQ1xJbxvSQys3JEiWOrRQ/FiJ7F5sZM2YgJiYGrVq1QnR0NFatWoXU1FRMmjQJAOf6kp6eju++47SR/fv3x4QJE7By5UqNi8306dPRunVrBAZyi+fVV1/F8uXLMW3aNEyZMgXJyclYsGCBJvONo9BxsXn4kFOSAIDeQxNBEARBENIwd+5czJs3z2SZkydPAjB0+QVMu/0CwLBhwzT/R0ZGolWrVggNDcXu3bsxZMgQo8eZq9eWrr+WmJXzuXXExXFewsHBITjwaDs8zu4qS4mp5Yduy+wujkxNq98Oi90qRApF5s6lVmYVFgI3teSP3FzpAtjaKvuK0LUpl3k3h6XubOaweVYiPXeIDu0HI/GVRIz5aQx+SfoFr+95Hfuv7cfqsNGoyne8LbOY8GV20Y57oe/KUb8l50ZipD02X0tiXEvM9c1apHBzskSJI7NgrrJXkAwbNgzZ2dmYP38+MjIyEBkZiT179mjS8mZkZCBV/ZoCXLT4hw8f4ssvv8Sbb76JqlWromvXrli0aJGmTHBwMP744w+88cYbaNq0KWrXro1p06bhnXd4UkzZER0LErX1iKcn4O7usDYRBEEQREVm8uTJGD58uMkyYWFhOHfuHG7dumWw786dO0bdfvkICAhAaGgokpO5NIz+/v4oLCzEvXv3dKxIbt++bdRaFuBcf93c3ASfVwyWCLd8guuUKZzgmpUFoOPz8OvUFGn/ZsMjoAb8mtYDYDsBUY5YLGhZIBSZOldwMLB5s64yC+C2SSUA2irOhlzS3kqFrRQZVse8MYURqxDfRm2xa/guLD22FLP2zsL2C9vxd+pRbEU9tIbey15bC749RnFxOfRjZ/C1PfkU93FEzAtLYooY65tcsESJY2vFj0hkryABgNdeew2vvfYa777169cbbJsyZQqmTJliss7o6GgcO3ZMiuZJhlpB4uEBcq8hCIIgCDvg5+cHPwFSW3R0NHJycnDixAm0bt0aAHD8+HHk5OSYVGTok52djbS0NAQEBAAAWrZsCVdXV8THx2Po0KEAuJc/58+fxyeffGJBj6zHEuHWmOCal8cFauUUIBGIeU1XASJaQBQS7LEiIqFQlJYGvPii4fYXXwQOHTItRIux9rHFm3e5Bji11ArKVooMmwYXTfiBf3v2TSiCIjAjegY6hHTA8O3DkXI/BStr1kHr21rl7CX48llDmHLZkCLYqVhMuZaYUyg46vfPot9gZr6IjBQ/5UJBUllQPwzoWJCQew1BEARBOJxGjRqhd+/emDBhAr755hsAwMSJE/Hss8/qZLBp2LAhFi5ciMGDByM3Nxdz587Fc889h4CAAFy7dg3vvfce/Pz8MPhJBFOVSoVx48bhzTffhK+vL6pXr46ZM2eiSZMmmqw2jsAS4XbjxrL3Ojt3ArVrm1eAiBIQZZTlwCFIJBSplVlKZdk8Z2UBVaqYtsSQi7WP3NxnrBkXWykybGZpcyPJMEOMGi2rkNa1W+PMK2cwL2Ee5neZD9y+KQvB16zlii1df/iQmWuJWYT8BluTaceRih8tZB2ktbKh42Lz9NPcr+OXXzqySQRBEARBPCE2NhZNmjRBz5490bNnTzRt2hQb9SJGXrp0CTk5OQC4IPH//PMPBg4ciIiICIwePRoRERE4evQovL29NccsXboUgwYNwtChQ9G+fXt4enri559/1sm2J2fUAuKQIZzA17lzmdBnLuCr0IwraSeuAofjkJbji6y8J2PnwCwHjsaawJ5+fly2nxMngGPHuM+JE0BCgmmB3pLsRlJg62ws1iJmXPT7kpdngywpN5Lgl34A+76/LH1wUWMWD/VbGQi2KncVlvRawqX9DYoAa9oJE88sxsHrB61shBXwZWvRxt6KCb72NO0srZJAaABYIfUICbgrs4CrlkAWJDJCJ0hr1apAp06ObA5BEARBEFpUr14d33//vcky6ox5AODh4YHff//dbL3u7u5Yvnw5li9fbnUbHYEpKxFzb8jNvenWvJ2/F4CNPRsgJm46vFwfY9/o2VzAV3u/8XUgajcODw/gmWeAx4+B2FjLLDn8/MRbYtg0roUR5GK1Ygqh42KsL9u2cS9HJXEZ0nrD7wdwwnfwKOnmyJgCodMLZg/99vS3WH16NTb9swnXp1+Hr6ev2WNsgtqVI+EHXWsYW7r+mHJL6TEKeHiXS4ULAOcOAN7VpLGOk9LqTqg7UHmziuGBFCQyQseChCAIgiAIohxgSkDMyjKtABGaceXqDQ+0X/sxACC8Wibyi5RcgXL00G0N2sL14sXA5ctAcbGNMpQYwaZxLYxg82wsEiB0XIz1Ra0cAawcR2tcGyAwjooVwTRfbPIiDqUdQtvabR2nHFETFAGM/J99YhqZU1LcSCpTjqiRIh6KlevBgJJi/u36v8EyC7hqCaQgkRE6CpK9e4GkJM4urlkzRzaLIAiCIAjCKOYERGMKEH2BLCuLP+OKgfJl8OcIVmWXu4dua9AWrvmyQ5uz5JAilbKYuBZSpW62p9WKpW0WOi4274ulAT8h0lLHwmCaVZRVsGHQBs7K7oli4mRpFu77qNCjbg9BdUiOrWNeCFFSmAh6a1XbrFgPBugredQY+w2WUcBVS6AYJDJCx8Vm0ybg9deB335zaJsIgiAIgiCMkZXFxZX38gJCQoDduw3jKPj56b4hVytHunYFOnYE4uK4uCXPPANcuqRbP6/y5Y85SOv7GdAjRvbxKaSCL5aLNvpxW7RRj3XnzsCRI9zfrl3Fj5Xa2sdcXAupzgcIi1EjBda0Wei42LwvVrg2iI4vExQBRHW2SPBV7N0IfPsO7sd9imE/jUav73vh/T/fR3GpEQuF8oy5eBwCg95ahFCLD3PwKXkAYMDrQI8Yw+3qY8qpcgQgBYlsYEzPgoTS/BIEQRAEIWO0g7N+zHm/YNYsLoONuRgR+fnAw4fAtWvc8Vevcm4jAwfqCqXab+c1QSyrecAjPFxSQVzu8AnXLi7cWJsL7CllcFU+ZZctz8c7/1YEMTWmULO2zULGReq+GMAX8FOglZW5YMqSoSVsu8EZPVETDAwLDi1Alw1dkJZjXltkE6WoVIFM9TGntBIR9FYU8d8Bu74y3G6J1Z2xNjobcUSJ/w749h0gbhn3N/47ceeTAeRiIxMKC4HSUu5/Dw8A9+5xX6pWdVSTCIIgCIIgjKItVPbrx20LD+fe7RhTjmi7Mbz3HjBxYtm+4mKgqEhXKDUVoyQtTf7xKaRC341jxAjA3Z2zujEX2NPewVWFnE+oO4u5GDXG4KsfMO5GYo8xEtoXq9yTLHRtsFt8GS1h2wPO+BrN0IX5YYLrBRxKPYRm3zTD+oHr0b9Bf97DbRK015bpw83F47Ai6K1RTFl8tLAgdbwYyySp4544CLIgkQnaN3NPTwBPUgRCpXJIewiCIAiCIEwh9q2ztsVHXBzw2muGZRYvNjze2Nt5a996G3sTLUe3HX03joMHgUOHysbGlHBoLzcVoecTa/kjxDpDG2P1p6cbtxKx1xiZ64skVlEWuL/Y3LpFDY9QPQxBODP4J7QMaIm7+XcxYMsAzPh9BgpLCg3KSp5qWmjqWmvoMQoYvwgYPI37q+2WYoXVj1HEWnyYQ0wbK0CKX4AUJLKhuBho2hRo2BBwdQUpSAiCIAiCkDXGhMrjx/kFOv1Ao8U8LvJvvCFcKOU7/8iR3PnV+/nakZUFnD3LCZ4dOgB79pQJopcuyddtR6yiQI3dhF+B55NcyNXDWP3VqxtXqNl7jMS23dZWUULjqFiNEWG7buPuOPzyYUxvMx0AsPTYUrRf2x5X713VKSq5K5C9BHpTSitTChRLsEWaXaFtrAApfgFAwRhjjm5EeeTBgwdQqVTIycmBj4+P9CeoXp1zs7lwAWjUSPr6CYIgCMKG2Pw+Sehgy/E2ZvKvftv94AEXD+P6dS5Qa2kp4O3NL2AdOaLrxhAaCjg7c5Yjb7wB+PgIF8z0ze1HjgQyM4FatbhY93zm9+pjcnI4Bc1NLTkoPJw7bsQITjDV3m7LVLb2QKqsMkLPcfYsty0qiv98e/aUuWUBXHDfvn2la4v+Ojt8mGtX587G59YeYyQEvra3a2f/dtgUE0E8d13ahbE/jcXd/LvwcfPB6v6rMfSpoQC4eTE1hxa149t3DLePX1SuXEIMMHAbGmK94qU8nNsMQu+TpCCxEJs++DHGmZGUlHD2gIHlS+tGEARBEKQgsS+2Gm9zPv9ZWcCVK8KUCnzCTWgosHUr0KaNZUKptlB7/DgwbBinqDHWDr42qFELorYWUOUiiEuJmNgQZ88CrVtz8ffUKJXAiROcQsVajAnRO3dy7ZI0foXEWKIA0F9PeXmcu355Xl+pOakYsWMEDqcdBgBMajkJS3otwaMcDzvEILFQoL+RBCSf5v6v38LxChYHZJLRrEVFEtL+zYZHQA34Na1nl3MLQeh9koK0ypW9e7nXG+XtF40gCIIgiAqDvsk/oBsI1c+P+wgJcOnhAbi5cVYmmzcDL77ICXJ163L7LXkDrP2Y1KYNZwFiqh18wTjVxMSUWZ7ob5fKgkStSHj4EFiyBJg5k1MO/Pgj0KCB9fU7CnPrxJ7oB7RVC9G1a1sW8NWeGGu7MVcffcXUiBHArVuAvz8QGytPJZAQQlQhODDmAGbvn42PD32Mr099jaa1muLVp1+Vfg4tDGyrg76SJWGrtMFeLSEowq5KGt21GIGY18rn2gNIQSJPFApOfUwQBEEQBOFAhGT3EJMBQ6Ew/d0ahLSDr0xgIOci5OXFJQ8UI6CKRT+9McCde+DAsqCr9kJKSxYxWWCiorggvdouNnFx3HYp2iQ0W4wcXabEZu3hU0y5uHDry9GKKmtxcXLBgm4L0CWsC9YlrsPEllzKK+2xkGwO1YoEdewRMYoFY1ljymH2FmuQk5LUWihIK0EQBEEQBMGLkOwe+gEuw8I4qwgPD91Aqfn5wOPHQGoq9wCdmsp9l+oBWkigTe0yu3dz1iy+vsCuXZxg2qCBbYNVBgdzliPa8KU3tjWSZEvRquv4ceFZYNLSgClTdLdNmVIWOFeKNlka0FYOiGk7X9DSL7/U/W7LlM72oEfdHtj03CY4OzkDANIy8zH9p9nILcyVLstU/HdcLJK4Zdzf+O+EH2sqoGs5y95iDWYD6N5IAs4e4P5q/y9DyIJEjqSnAz/9xNkCDhzo6NYQBEEQBFFJEWLyr/3WW+1Gk58PJCXpmviLsTKwBCFv3/XLHDrEX0aNdtuksG5IS+PcavThS29sS6R626sfqNfFpSxQrzHLG2NrCqg4b6DtBZ8Cc/Jk3e9Suog5mqwsoNnbb+Ju3ZX46/pfuL9sP6p4KaxTYhpL9SvU+sNUhhY5Zm+xUWwSkxZ8/33Hb2UDON4ViQeyIJEj588Dr78OzJ7t6JYQBEEQBFGJEZr+U/3WOz+fs4a4ft0wTakQaxQp2mvu7bsl1gVSWVx4eHDWNS56ryjFpDeWArHpUrOyytqnbxX06BE331eulKVu3rLFuOWNsTUVFSVxClcHY2zMpETfaio0lFtbYWGOTVdsK/LzAbfk4UBOEM4sex8pVxXWp0EWk+qXz/KBL3UxwAV7lZt7jTWWMmYwasF377Jx5QjA7ZOZJQlZkMiRnBzur0rl2HYQBEEQBFHpEerzrxYAjVmJZGXZNr6HLZHK4sLPjwvIOnAgp0jSTm9sz3EQEzfGVIYaY1ZBbdqYPj/fmhLTJrkjJquPNehbRB08qJvFRo6BaK0hOBjY/llHtO+UDBS7A+DGN5Udhs/jSKjcLZCdjFl56G83yHajZfmgDvQqpyw2gK61CGCdpYwZjFrwpd8wf3D2TXmM1xNIQSJHSEFCEARBEEQ5Qi0Q5uSUWRGo0RZy7ZVFROpUulK6BzVowLn2qNvXqpX9hVh9N5cRIwBX17K4MdrtMaUcklKpITaDi5yxZ8BKUwrM8qZYModmvT1RjgDA8Fev4v6wvqhRxQ9bntuCp2s/La5StQWIfqpfbYFdiBuOrbPG8LnGmHKX0Vfo1G/JX6+EygnetfhYgJuRzFyRSEEiRx484P6SgoQgCIIgiHKAWiBMTS3bpp0dRi3k2iQDhR62eHsvtXWDJeMgpdJHP26MhwcXMFc/bozaHckeVkFiM7jIGVvH26ms8CnRnHweoJp7dVy9dxXt17bHou6LML3tdCjEpMgyl+rXlBuOPSwf+KxXAOMWLXwKneRT/HXfzeTKW9IPIfFM+BRQ2sjQFYkUJHKELEgIgiAIgihH8AmE27Zx2+0t5Nri7b2jrRtsofRRH5eWBhQWGk8Na045ZEqpIVapYw8FmimkUkJVJHchOcGvRGsGlypnMH7XeOy4uAMz/piB/df2Y93AdfD19BVeuSkLEKFuOFIhxDVGH22LFmMKnfotDRUlCVu5j9hgqaZcjvRp1Ja/zQNeB1p0F35OO0FBWuWIWkHi4+PYdhAEQRAEQQjAmEAI2N8CQGwAUiEIDVZrK/SVPtrBby1FHUQ0OJiLhaKN9niZS5+stjJRx6Dx8+PqvXRJurS9QvsCWB4QVcrUx0JSThOWwRdkuap7VWx7YRu+6vsVlM5K/Jz0M5p90wyHUg9Jc1K+QKy2snzQD6Sa8IPwY9WKEWOKm05DgfGLgE7DDPeJCZZqzOXI2PHGFDbO8rTVkGerKjtkQUIQBEEQRDlCWyBcvhx49VXu+9279rcgsdXbe0daN0jtsqFtkbJ4MTB0qO5+7fES4vrCZ+GiVHLHqDMaAbaJwyGVdY2UlkcVyV2ovKBQKPDa06+hXXA7DNs+DEnZSei8vjPmd5mPWR1mwUlhpV2AOTccKRDjGsOHWjESFAE07QScSyjbp63QMaawSPgBGPk/8+cR6nKktoQpKeYvb0yRY6NUxEIhCxI5MnMmF+J8ME/KKIIgCIIgCJmhFgh37gRmzeK2ffwxMGSI7awGjOGIt/e2TukqdYpkbWXAkCFcYF0XF27++MbLXGpkPguXwkJg6VLdcraIwyGVdY3UlkeWpJMub9gjlbFYmvk3w98T/sbIJiNRwkrw/r730fv73riVe8v6yoMigKjOthPaTbnGaNN+iGmLlvjvdJUjTTsBPbR+QIwpJpJPCbMiEeJypG0Js+sroHZ94+3VxoapiIVCFiRyJDKS+xAEQRAEQZQT/Px0g7X268dtt1X2DlPt2LcPSE8Hqlfn3t7fvWu789kjpavUMVD4LFJ++IF7N2dJVh2++hYv5t75aWOLOBxSWdeItTySIl6J1NmW7Im9UhlbgrebNzYO3ojWNbph1l+TEX81Hk1WRGFlj+/xXHPhMS8kmR8x1hCmXGM6DTWsh8+ihc8K5VwC0LqvbsYdvngkgLDAs+Yy//C1IT2Zizni7FLWXv2xEZItyA6QgoQgCIIgCIKQBDll74iJsY/wZo+UrlK7bPApA2bO5JQjlswVX30zZgBubrYPbCuVS5UYJZQUygE5KxiEYM9UxpYoKrKzFfj29bHwdWkD5chhuJp7Hs//1BMHPf9BhwZPCTqn1fMjJpApAARFICtyOPIPxyNYlY20HF94tO8JP23Fhl55izPudBrKryARGnjWlMuRqZgjUZ25//nGpmaIsLbbGHKxkSOxsdzHlq87CIIgCIIgJEZqVxBzGDPxt0VQU2PYIigsAO5t6tkDGpN3KV02pHZD4qvP2xv46SfbB7Y11RcxLiBiAvFKsb7suUZtgc3WvR6WBs9Vj++NM41x9d3jwKkJ8E6egFBP88oR7eMtnh+xgUzxpK/zh6HzzhU4UucDdN65Al3nDxXnuiQ0444UgWeNuRyZa4OxsREbq8RGkIJEjrzxBvDSS8CNG45uCUEQBEEQT7h37x5iYmKgUqmgUqkQExOD+/fvmzxGoVDwfj799FNNmc6dOxvsHz58uI17YxvsGf/DlOBkL+ENsJFSSIAfvjXxH6TOymOsvgYNbB+HQzv+jdq6ZuNGIDtbvGAtVAklxfqy5xq1BWLXvaXr1VJFhc74FnkCP6/C7tdWaMY3MzcTe5L3CDv+CaLmx5QlhxE0fU1Vov2YFriaqhSvNBOj+OgxistqM3ga97dHjGEZSzDXBlMWJvbKFmQCcrGRIw8ecH8piw1BEBWYkpISFBUVOboZhIW4urrC2dnZ0c2wKyNGjMCNGzfw22+/AQAmTpyImJgY/Pzzz0aPycjI0Pn+66+/Yty4cXjuued0tk+YMAHz58/XfPcop/lA7Zm9w5SJv60y2fAhdXwQIX74xsz/t20DPD2FuSJInZXHkVl+srOBYcOAoiIu9skbb3B9t1UWHSnWlz3WqBDXFEvjbNjLJclStz2+8R0zyhkHDgC1g0oRExeDvVf34vNen2Na22mCjhc1P0ItObSQzEVRTMYdPjcdKTDVBlNjE9XZ9tmCzEAKErlRUMB9AFKQEARRIWGMITMz0+ybd0L+VK1aFf7+/lAoFI5uis25ePEifvvtNxw7dgxt2rQBAKxevRrR0dG4dOkSGjRowHucv7+/zveffvoJXbp0QXh4uM52T09Pg7LlFXsJyqaEiawsiZUWJpBSKZSVBeT/m41ggIs/4FoIP8+H3E4tP3w+5VBYGDBwIKckKI8xLSwlKwsYNAi4coXLxjNkCLc9NJTLoqP+DkhnoSGFUkxyxZoeQpQS1ijaxKx7a+KVWKqoMDW+JaUlaOzXGEfTjqJn3Z6ijxeEuUCmEvbV6PkdoFwQ1AZzY+PgtisYY8xhZy/HPHjwACqVCjk5OfDx8ZGu4tu3gVq1uP+Li4FK9naOIIiKT0ZGBu7fv4+aNWvC09OzUgjXFQ3GGPLy8nD79m1UrVoVAQEBBmVsdp90EGvXrsWMGTMMFHtVq1bF0qVLMXbsWLN13Lp1C0FBQdiwYQNGjBih2d65c2f8+++/YIyhVq1a6NOnD+bMmQNvb2/B7ato4y2EtDTObeLq1bJt4eFlwkR5yxCiEVZzCrGx+2zExE2Hl+tj7Bs9m1OSjF+kIzQcOaKrHNq5kwu0amw8Kip86wAAVq3iUk3bajzknsXG3PVhrExYGBdcV2pFm/56PXyYc8cyhzXWJ+bGN/1BOmr71NZ8T8pOQoRvhODjBSEii40sAveKybpTns4F4fdJsiCRGzk53N8qVUg5QhBEhaOkpESjHPH19XV0cwgrULuA3L59GzVr1qzw7jaZmZmoWbOmwfaaNWsiMzNTUB0bNmyAt7c3hmi/0gYwcuRI1KlTB/7+/jh//jzeffddnD17FvHx8UbrKigoQIHa4hTcg5+tkZvCQf2GV20pMHMm4OoK5OVx+x3p8mEJOvEH1n4MAAivlon8IqXBm2djWWgWL7aNxYScCQ427DcALFhg2yw6cl9fQtw1+MosWVKmaJPKNckaywhrLLTMzZG2cuTg9YPosqELXmn5Cj7r9RncXdx1LG3U9Yn+7RNhDWGyr7ZUJqjrvpLIpQRW07QTULeZ+HMKbascrFx4oCCtckOtICH3GoIgKiDqmCOenp4ObgkhBep5LM+xZObOnWs0kKr68/fffwMAr7UTY0ywFdTatWsxcuRIuLu762yfMGECunfvjsjISAwfPhzbt2/H3r17cfr0aaN1LVy4UBMsVqVSIdjGEpqlmSRsiZ8f5wrg4VGmHCgoAF54wbHtshTeoJBLbyL4zbcNgifyBcNVKrnYG9rYMoOQXEhL41IKa+PiwilHpM6iY01gXL66xF5TYs4vJIiqKUWbNosXlylGLemztcGbtYPnqmPLqNsv1bV+PP04SlgJVvy9Am2/bYukbC7bjL1/+3gDBZsJ2mzVutSuW1s5AnDfTQSKNlufmONkBClI5AYpSAiCqASQW03FoCLM4+TJk3Hx4kWTn8jISPj7++PWrVsGx9+5cwe11K6xJjh48CAuXbqE8ePHmy3bokULuLq6Ijk52WiZd999Fzk5OZpPmo2lYLmmJPX0BAoLufYMGQJcuyaPdlkCr0A7vwXSmOEbVr6sMT/+CPj42CeDkJzw8OBSCoeFcW5G4eFAvXqcckTKLDragvKePUCHDtz3s2ctE5aNXVPp6fzCrlhBXYhSQqiibehQIC7OcuWAJVmT+IR+sWMgRnEws91M/DryV9TwrIGzt86ixTct8P2570XPk+SYSRdslQKHr25jmElRLKSt5QVysZEbTZtyv0BKpaNbQhAEQRAVHj8/P/gJkJqio6ORk5ODEydOoHXr1gCA48ePIycnB+0EONKvWbMGLVu2RFRUlNmy//77L4qKinhju6hxc3ODm5ub2bqkQrLsChLjqHbZwt1IbFBIPvcBe2UQkpO7lb5bQqtWwtojtg/agnK/fty2wEBgwADuvaZY6xS+tbt8OTfvfDEoxAY6FeKawlcmL4+zwgoP5yxHhg7VDX5rqbuNGJckY7E4Nm4UPgaWxPPoXa83EiclYuTOkThw7QBi4mIwttk+rFq/HN07emnKmZonQOJrw1S64KAIqwLgmko5bOqclra1vEAWJHKjRg0uFHffvo5uCUEQBGEjwsLC8Pnnnzu6GYQIGjVqhN69e2PChAk4duwYjh07hgkTJuDZZ5/VyWDTsGFDxMXpvkF78OABtm3bxms9cuXKFcyfPx9///03rl27hj179uCFF15A8+bN0V5bcnIwQsz1HYEj2mUrk3tL3rLz1SGVxYQxzPVfSjcUoYjttyVzyOcCdfMmkJpqmdUS39p99VXOmJzPUovv/IsXm7YQEjIu+mUaNChbh4MHAz/8oFveFgpI/TWTns5vtVG9Oo8bmpH2WGr1FugdiL0xezGv8zw4KZywLnEd+ux8Gqj5j6aMsXlKT+dfV5cu6fZP/7vJa8RMumBe1zz9MbmRBJw9YGjJYSLlsKi2mNsv9jwOhhQkBEEQBGGGzp07Y/r06ZLVd/LkSUycOFGSujZt2gRnZ2dMmjTJYN/69etRtWpV3uOqVq2K9evX62zbv38/+vbtC19fX3h6eqJx48Z48803kZ6eLklbyzuxsbFo0qQJevbsiZ49e6Jp06bYqPdkeunSJeSo3WWfsGXLFjDG8OKLLxrUqVQq8eeff6JXr15o0KABpk6dip49e2Lv3r2yCnxrbQyBitQuoYKXWEWBnKwyTGGq/3KMVcOHJcIzn0JDjSVKA761q1IBK1fy152WBmglvwLAWXc884z046tWmqSlcTFJtJFaAcm3ZmJiOCsNbZYv5xRSQhWighQHRnB2csbsTrPx56g/UcszAEVVL0IxsTXe2boadcKZ0XmqXt1wXd2/z1kcde7MOQm0bw80a8bNm6BrRJ0SVxutoM1863LECOD4ce7/tNjtyPri//hjgvDVXa8FfzvqtTBvBWKmreUGRlhETk4OA8BycnKkrfjUKcZiYxlLTJS2XoIgCBmQn5/PLly4wPLz8x3dFFF06tSJTZs2zWSZ0tJSVlRUZJ8GadGtWzc2a9YsplKp2KNHj3T2rVu3jqlUKt7jVCoVW7duneb7119/zZycnNjYsWPZ/v37WUpKCktISGDjxo1jb7zxBm8dpubTZvdJghd7jPedO4ylpnL/p6Zy3+WA2HZJ0Y/DhxkDyj6HDxueo0kTxsLDuX3h4dx3Y+cSW97RGOt/airXdu194eFl4y0nzM2hPuo5CglhLDBQmj7qr8XEROPjd+cOYw0aMObiors/LMx242uPdcm3ZkJCuI/2NqWSsaAgrqyLC2N16zIWGmq8PVKtxVu5t1jXtb0Z5oJhLlj/DcPYoZM5RuvWX1chIYZzpv9dULvSLjGWuJ/7q4X+HIWGMubuzq2Lw3HXWXi1DNakZgq781YMY3MGcR+9OnTqTtxfVk7/88cGYYNmpK2ORuh9kixI5MbWrcDIkcB35S/iL0EQhFgY4962OOLDmLA2jhkzBgkJCVi2bJkmq8m1a9dw4MABKBQK/P7772jVqhXc3Nxw8OBBXLlyBQMHDkStWrVQpUoVPP3009i7d69OnfouNgqFAt9++y0GDx4MT09P1K9fH7t27TLbtmvXruHIkSOYNWsWGjZsiO3bt4sZfg03btzA1KlTMXXqVKxduxadO3dGWFgYOnbsiG+//RazZ8+2qF6iYmEP9w1LENMuKSwchLj1iLVQkGsQXD5M9d+at/b2xBLXLLUL1K5dgK8vEBIC7N5tndWS/tqtXZvLvhMSwlmVhIRw39XWRIcOGbq8xMbabnylcPsyB9+aWbkSqFKlbBwCA7l79o0b3LVRXMx937rVeHuksi6r6VUT8WN245Pun8DFyQU/p2zF2CNt4FGl0KDuu3cN19XNm1x7tZk/X/e7oGskKAKI6mxgjaE/R1u3Av7+XMDq9oNDcPWePx4VuXPpwtXoxwrRrtuUO4zQgKtG2lpeIAWJ3HjwgPvr4+PYdhAEQdiBvDzuIcgRn7w8YW1ctmwZoqOjMWHCBGRkZCAjI0Mnperbb7+NhQsX4uLFi2jatClyc3PRt29f7N27F2fOnEGvXr3Qv39/pKammjzPvHnzMHToUJw7dw59+/bFyJEjcffuXZPHrF27Fv369YNKpcJLL72ENWvWCOuUHtu2bUNhYSHefvtt3v3G3HQIorwhhSJCiOAlVlFQXhQLgOn+yzVWjT6WCs9+fkBUFCeQHjrEhQyUWmmgnxxM+3t+vu1dXvSxtWKUb8289hqXnUqNiwunJNFm40agTRvj7ZFSueOkcMJb7d/CX2P+QogqBK+0Go8DfyoN6q5d23Bd1a5tWJ/+Owdr51B7jtq04ZRm2mwc/DmCVdllG0wpQYIigKadjO8XG9i1HEIKErnx8CH319vbse0gCIIgAAAqlQpKpRKenp7w9/eHv7+/TmyI+fPno0ePHqhbty58fX0RFRWFV155BU2aNEH9+vXxf//3fwgPDzdrETJmzBi8+OKLqFevHhYsWIBHjx7hxIkTRsuXlpZi/fr1eOmllwAAw4cPx9GjR3H58mXRfUxOToaPj4/JrCkEURGQQhEhRPASqygoL4oFwHT/7RETRoogsNYKz7ZSGuTnA48fc4Ff27fn/j5+XKbAk2ssICEYmze+Prm7c1YX2uOgHwpLyPVhbp7ErqXo4Gicm3QOb0S/oak7KTsJXn534ednuK42bQJKSnTrcHEBnJyA0FDbzCHvb0ncdKTl+HJfzMUEif8OOJdgfH85C7hqCZTmV26QBQlBEJUIT08gN9dx55aCVq1a6Xx/9OgR5s2bh19++QU3b95EcXEx8vPzzVqQNG3aVPO/l5cXvL29cfv2baPl//jjDzx69Ah9+vQBwKWr7dmzJ9auXYsFCxaI6gNjDAr915YEUQExpog4cEC8kkQN33FiU/bm5QFKZVlq1Rkz5C34Guu/kNSy1mBJ6lZjiEk7ay/Mpa229fjaCnPzxtenpCTdcQgN5dxqhFxPUrTJGCp3leb/3MJcDNg8AHlFefj5xZ8R5R+lc2zdukC1aoCzM7B0KWf94+oKrF/PWZbYYg55f3uU1eAxcCxQr4Zp5ciNJM6NxhjlMeCqBZCCRG6QgoQgiEqEQsHdyMszXnodeOutt/D7779j8eLFqFevHjw8PPD888+jUNtemAdXV1ed7wqFAqWlpUbLr127Fnfv3oWnlqantLQUZ86cwYcffghnZ2f4+PggNzcXJSUlOlYvJSUlyM3NhUrFPehFREQgJycHGRkZZEVCOBxbZnMxq7i4kcSZkPsGWiUIiBFks7KAF17gyqqFKDc3YNs2+Qu+fNhS8aDvIgVwcynHWC2WIESBJ0fFjjnMzZt+n/jGobiYi6/Rpo00SgUp1lJmbiZKWAlKWSlq+xj60uj/DrRqZdhuqeeQ/7fHDX5+AtLGG3OfadkTaN6tUihHAHKxkR/kYkMQBCE7lEolSvTtZI1w8OBBjBkzBoMHD0aTJk3g7++Pa9euSdqe7Oxs/PTTT9iyZQsSExN1Prm5ufj1118BAA0bNkRJSQnOnDmjc/zp06dRUlKCBg0aAACef/55KJVKfPLJJ7znu3//vqTtJwhj2DpNrEnXivjvuDSYfOkwLTyXEDcMtaB2/TowZAgnsBUVSWflJhVSuLZYS3mK1WIJ5dmFxhRi541vHHx8OIsMdX3WKg+lWEv1qtfD6Ymn8evIX+HnWdagBwUPNP87Iri1xec05j5TiZQjAClI5AdZkBAEQciOsLAwHD9+HNeuXUNWVpZJy4569eph586dSExMxNmzZzFixAiT5S1h48aN8PX1xQsvvIDIyEjNp2nTpnj22Wc1wVobN26MPn364OWXX8bevXuRkpKCvXv3Yty4cejTpw8aN24MAAgODsbSpUuxbNkyjBs3DgkJCbh+/ToOHz6MV155BR9++KGk7ScIY9gjmwuv8MBnWi40Y4OVlAeh39aKK6HYKlaLHJQ/gH2yxjgCsfNmj3GQai15u3mjSa0mYIyBMYYNiRvQ4MsG2J+yX7rG2ougCKD9YN1t9Vvxl63AkIJEbnzxBeeY9uStHkEQBOF4Zs6cCWdnZzRu3Bg1atQwGU9k6dKlqFatGtq1a4f+/fujV69eaNGihaTtWbt2LQYPHgwnJ8Pb+HPPPYdffvkFt27dAgBs2bIF3bt3x6uvvorGjRvj1VdfRbdu3bB582ad41577TX88ccfSE9Px+DBg9GwYUOMHz8ePj4+mKmfNoEgbITDlAXGTMvtkLHBmKB2/LjjBHV9hCiu7KFksMjC4kYScPaAUWWXXJQ/auSaTtsaLJk39Tio58HPT9i6EroOpbbWUSgUYGBY8fcKZOZmott33TBn/xyUlAqzPpUNPUYB4xcB9Vty35P/lsSirjyhYIwxRzeiPPLgwQOoVCrk5OTAh6w9CIIgBPH48WOkpKSgTp06cHd3d3RzCCsxNZ90n7Qv5Xm8tWOOHD8ODB8OaHulhYeLD6IqmhtJyPri/5BfpESwKhtpOb7wcC2E39T/2dy0XC2gP3jAZbi4fh0ICQFKSzmPa7lYEBw5ohs08/Bh7u0+IG3wVGOo14mHB3DlCuduof4OGIlbE/+drmVQ+8GcAKhFWhqnFLl6tWybXdacHbFlXB9btkHsurKkvNTjkleUh6m/TsWaM5wlZ6fQTogdEssbo0S23EjilCL6jF9Url1thN4nyYKEIAiCIAiCsCvqt7xZWcAzzwAdO3IC+LBhQGYmEBZm3xgMWe4R6Lp9GTpv+D8cSWuAzhv+D123L0OWu+2FAbU7wdatXJaO4mJOWL92TXr3Iksx545ga9cobSuPpCRgxAjuu3pd8FqAnLssyG2qPLg4WYNcLGQssYwRu67ElreFtY6nqye+HfAtYofEooqyChKuJ6DZN82wJ3mPyePk4uYFwKEWdXKAFCRyIj8f2LwZ+OUX7g5JEARBEARRwdAW2A4eBC5f5pQB7dtz1hO1agFbttgm9oAxISQ/H3ikqIar9/zRfu3HuHrPH48U1eymnPDz47JziBHU7SlQmXNHsLWSwZTga3Rfxh3+yvSEPFvFNZEL9ojrYwpr1qnYdWUvZZeQPo1oMgKnJ55GM/9myMrLQr9N/fDWH2+hqKTIoI6zZ4FOnRyvxNJgLFirse0VDFKQyIlbtziV+AsvcLkvCYIgCIIgKhjaAtuQIZzFhDabNnHKAkDaGAxZWZylSocOnBDSoQP3PStLHlYEYgR1e1sFmAuaaWslg6n5MbrvKV/+yvSEvIqaOUaNI9e2tetU7Lqyh7JLTJ/q+9bH0XFHMfnpyQCAxUcX45l1z+D01Ws6dQwYwCmKHaXEMoAvWGv7IeXavUYM5UJBsmLFCo1/c8uWLXHw4EGT5WNjYxEVFQVPT08EBARg7NixyM7O5i27ZcsWKBQKDBo0yAYtFwml+CUIgiAIooLDJ7Bpoy3QSGklkZ7Oxa5ITeWEkNRU7nt6ujysCMQI6o6wCtB3RwDKxufuXcDd3XZKBlPzY3QfEybkVdTMMWocubbFrFO+a12s8soeyi6x1567izuW912OHUN3oKp7VRxPP44uW5vhtu9OTR2pqYbrzeFuXupgrYOncX97xJg/poIgewXJ1q1bMX36dLz//vs4c+YMnnnmGfTp08doBoFDhw5h1KhRGDduHP79919s27YNJ0+exPjx4w3KXr9+HTNnzsQzzzxj624Ig1L8EgRBEARRweET2FxcgJ07dQUaqa0kqlc3FEL8/LjtxgSrvDz7ubGIEdQdbfGiPzdDhnDe4Tt32kbJYErwNSkUCxTyKmLmGDXq8QkNLbvGXF25tW1rhK5TY9c6IE55ZQ9ll6XX3pBGQ3DmlTNoU7sNHhTm4Fbn54Cu7xstLws3r6AIIKpzpbEcUSN7BcmSJUswbtw4jB8/Ho0aNcLnn3+O4OBgrFy5krf8sWPHEBYWhqlTp6JOnTro0KEDXnnlFfz999865UpKSjBy5EjMmzcP4eHh9uiKeUhBQhAEQRBEBUdfoA0K4rK2PPMM516zbRsn0FhiJWGpxQmfYLVtG+f1bA83FnW71YKc2u3HmGDnaIsXvrkpKOCUTYD0SgZTgq9ZodiEkOfIwJj2OrefH7eWPTyAmTOBxYu5uXrhBdPnlKJ9Qtcp33rKyeGsu0xZLvG1y9bKLmuuvbCqYTg49iAmNXkbYAogvY1mX1YW9ztoieWLrAK8VgBkrSApLCzEqVOn0LNnT53tPXv2xJEjR3iPadeuHW7cuIE9e/aAMYZbt25h+/bt6Nevn065+fPno0aNGhg3bpygthQUFODBgwc6H8khFxuCIAiCICo42gJtRARQpQqX0ladnUQtuIl9U2vO4uTuXUPBISuL265ul7Zg5elpHzcWsZYy6jZ7eXEC1e7d9o+b4QgLFlOCryVCsbUWStYIpfaOIePpCRQWlsX9MZchSar2CXV5CQ4Gli/X3VZczCketM8ph4w81lqbuTq74sOOi1A//gLCiwZo6gh5KgO7dom3fJHDmFQ0ZK0gycrKQklJCWrVqqWzvVatWsjMzOQ9pl27doiNjcWwYcOgVCrh7++PqlWrYrnWVXf48GGsWbMGq1evFtyWhQsXQqVSaT7BtrgDkAUJQRAEQRCVALVAm5/PCW7qLDbaSgixb2rNWZzUrg3Uq1f2ljYkhPteuzZ/ffZSAoiN09C1Kyfkfvwxt23WLM51QqwrgTUCvqMtWKTAmjgu1gql9o4hI3YtS9U+oS4vaWnAq6/qbrt5k7Mi0T6nozPyANJYm/n5AUd+aqipY9MvacgeGokvro1DflG+KMsXOYxJRUPWChI1Cr2MLowxg21qLly4gKlTp2L27Nk4deoUfvvtN6SkpGDSpEkAgIcPH+Kll17C6tWr4SfiLvLuu+8iJydH80mzxR1AbUFCChKCIAiCICoBpgQ3sQEXzQmBfn5AQgJw6BAnlBw6xH13tBuLGOFVWxjq148L7vjoEX98FVNYK+BXhMwv1ijArBVK7W2BI3YtS9k+IdY9Hh6ASgUE6mWRXblS95yOjr2jRgprM+06/ivYh/sF93D21lk4KTjxXKgCUy5jUqFgMqagoIA5OzuznTt36myfOnUq69ixI+8xL730Env++ed1th08eJABYDdv3mRnzpxhAJizs7Pmo1AomEKhYM7Ozuzy5cuC2paTk8MAsJycHMs6x8e//zK2bh1j+/ZJVydBEISMyM/PZxcuXGD5+fmObgohAabm0yb3ScIo5XW8U1MZCw9njAvxyX3Cw7ntjDF2507Z/6mp3HdL6xLLnTuMNWnC1XH4MPe3SRPTbbAEse0+fFi37OHDIk6WdomxxP0s9fgV0WOlPxf//Sd8buSItevFmnmQeq2aQ+xatnf7GGMsMZGxkBDT53REu4Ri1XXJGNt3dR+7nM3JoXfuMBbZpITVCS81O1+pqYyFhuqeOzRUmjER8/tbHhB6n5S1BYlSqUTLli0RHx+vsz0+Ph7t2rXjPSYvLw9OTrrdcnZ2BsBZnjRs2BD//PMPEhMTNZ8BAwagS5cuSExMtI3rjFAaNwbGjAG6dHFcGwiCIAgDOnfujOnTp0ta55gxY0SlmD9y5AicnZ3Ru3dvg30HDhyAQqHA/fv3DfY1a9YMc+fO1dl25swZvPDCC6hVqxbc3d0RERGBCRMmICkpSWQvCMI6zFkiiIktIbVVgxD3ACmCI4ppt1VWLfHfAd++A8QtQ/CeN7Fxyq86u8XGd3nhhbI2ShkMU+iYWjv21qwXa62L7G2BIza7iyMshGrX5qxITJ3TwwPwUhYgPCgfh+NSDco4KlhpWhoXP0mbESPEWZt1qdMFdavXBcBZntyoPxspzV5C+y4PTVqk5OUBt25xmcC+/pr7e+uW9VmKKnNsExdHN8AcM2bMQExMDFq1aoXo6GisWrUKqampGpeZd999F+np6fjuu+8AAP3798eECROwcuVK9OrVCxkZGZg+fTpat26NwCd2W5GRkTrnqFq1Ku92giAIgpALa9euxZQpU/Dtt98iNTUVISEhFtXzyy+/4LnnnkOvXr0QGxuLunXr4vbt29i2bRs++OADbN26VeKWE4Rx1IJbfj4nZB84wAk7lgjbUtalXacaY6lJHz3ilAsxMZywJjYWiJh2awuu2udUp0VW15GWplfHjSTgcJymnrQcX8R80Vyn7pgY7tzmXHvat+e2hYfbLmCtuTGVYuz5xj0vr6xPBmOohal5sPTc1q5VIedUY+59sD3ax7dezZ3T78x32Nd/L/KLlAhOzMaB+SPh0et5+PlJdz1agraS4ssvgcmTrVRS+KQhN+oTgBUBtU8A27di48YWvPPm6Qn4+3NxnJ6IxwgK4rZbg72ueTkiewXJsGHDkJ2djfnz5yMjIwORkZHYs2cPQkNDAQAZGRlITU3VlB8zZgwePnyIL7/8Em+++SaqVq2Krl27YtGiRY7qgnCOHgXu3QOiooxHDCMIgqiIPHpkfJ+zM+DuLqysk5PuE6qxsl5egps2ZswYJCQkICEhAcuWLQMApKSkICwsDBcuXMDMmTPx119/wcvLCz179sTSpUs1Ma62b9+OefPm4fLly/D09ETz5s3x008/4dNPP8WGDRsAlMXZ2r9/Pzp37szbhkePHuGHH37AyZMnkZmZifXr12P27NmC+6AmLy8PY8eORd++fREXVyYs1alTB23atOG1QCEIWyNEcDMp/IusSyqkFCCEttuY4AqYEQ6zb2rqyMrzxt38KvByfYwQ/8dYucYdU6YIi++i7ifApYs1Nx9iETqmUo29dps9PLi4LkIEbCkUCFKuVaHXh6XHS30tmVJm6Kf01fBEyeenJfgHJ8cCnZoCiHCoQC+5kuJBMGruOYCb0S8CvpeBcdEY8NFinF45GSEhunE4g4OB2FjdazM21vo547vmK01sE/t4/FQ8bOLr27cv5zi2dq10dRIEQcgIozErtJ1n9T99++qW9fQ0XrZTJ92yfn785URw//59Fh0dzSZMmMAyMjJYRkYGKy4uZjdv3mR+fn7s3XffZRcvXmSnT59mPXr0YF26dGGMMXbz5k3m4uLClixZwlJSUti5c+fYV199xR4+fMgePnzIhg4dynr37q2ps6CgwGgb1qxZw1q1asUYY+znn39mYWFhrLS0VLN///79DAC7d++ewbFRUVFszpw5jDHGdu7cyQCwI0eOiBoDY1AMEvkgh/FW+6vfucPYsWO6362tly9+ghxiYFgbd0AfS33+zcZmSLvE2JxB7M5bMaxJzRQWXi2D7R4xj4XULmRNmnDxH8TGd3FxYWznTmGxWcT0S+iYSj32co5vYQprY+XYK9aONhaNdeJ+xuYMMvwk7tcUsXRNSBFrQ+i5TZ1L+zezQQPGgupns45fDWKYC4a5YH03DGJ38+7q1GerdVterwdTVIgYJJUOSvNLEAQhO1QqFZRKJTw9PeHv7w9/f384Oztj5cqVaNGiBRYsWICGDRuiefPmWLt2Lfbv34+kpCRkZGSguLgYQ4YMQVhYGJo0aYLXXnsNVapUQZUqVeDh4QE3NzdNnUql0mgb1qxZg5deegkA0Lt3b+Tm5uLPP/8U3Zfk5GQAQMOGDS0bDIIwgvqN8DPPAG3bAh06AG3aAB07Wu+3zpcx5MEDYNAgx/rHS53lxhqff7OZLIIigPaDkV+kxKMid1y9549+m2YjNd1VUBYcbZeSnTs5V4LiYi7dsLmMHWL6JXRMbZFhqLxmA7E2o44j0sRaNNa+gSa3W7omjK3PS5eExzMRem5T14L2vqQkoKAAqOJcHdtf2Il3mnwBVycl9qT8iKYrmuPX80c1ddoqXkxFyFRlKaQgkROkICEIorKSm2v8s2OHbtnbt42X/VU36CCuXeMvJwGnTp3C/v37NQqPKlWqaBQPV65cQVRUFLp164YmTZrghRdewOrVq3Hv3j3R57l06RJOnDiB4cOHAwBcXFwwbNgwrF27VnRdjDHRxxCEENRC1vXrwJUrnPB89Sp3CVorbPEJU0uXAoWF9hXq9JFagLBGUBUkoPUYheA338bGpTd1yglRAmgH+Rw8GPjhB939puoQ0y+hY2oL4c1eaZ2lxlrFjiMUQxaN9RMlX1aeN9JyfLl66r+ELPcIAJavCb71+fAhMHCgcGWl0HObuhb09127xv3G3bypwJ65U1Bz1xHU9qiLG7nX0XfbM5jzxycoZaWiA/AKxVb1lgvsY9BS8bCJKWudOpz90tGj0tVJEAQhI8prmt9OnTqxadOm6Wzr3bs3GzJkCEtOTjb45ObmMsYYKy0tZYcOHWKzZ89mTZo0YTVq1GBXr15ljDE2evRoNnDgQLPnfuuttwzS0zs5OTE3Nzd29y5nanvq1CkGgF27ds3g+NDQULZkyRLGGLnYWMv//d//sejoaObh4cFUKpWgY0pLS9mcOXNYQEAAc3d3Z506dWLnz5/XKfP48WM2efJk5uvryzw9PVn//v1ZWlqaqLbJYbz1Tcxt7fqwc6e489giZaV2nYmJ3Mea+q1xERDiJiGF2bwldezekKZTfvdu030RMk985ayZY0e4mkiBtXPqCFcKS8f6zh3GmjR8zMKD8tjhuOsGx1mailr/ulO7jokZE6Frz9Q1zrdPZ37cchieH6Zxuen9fW92O/e26UGTAXJJFyz0PkkKEguxyYOIry+3+v/9V7o6CYIgZER5VZD06NGDTZ48WWfbe++9xxo0aMCKiooE1VFcXMxq167NPvvsM8YYYxMmTGDPPvusyWOKiopYrVq12Geffcb++ecfnU9ERARbvnw5Y4yxBw8eMCcnJ7Zt2zad49VxUHY/kUZyc3OZn58fGzRoEO/5+GKYmKKyKUhmz57NlixZwmbMmCFYQfLxxx8zb29vtmPHDvbPP/+wYcOGsYCAAPbgwQNNmUmTJrHatWuz+Ph4dvr0adalSxcWFRXFiouLBbfN0ePNJ2RJJWzxCVMNGjAWFib8PGIEMkse5qUQrq0VVIW0W4p2iq0jceVPTOlcqNMvpbJMmSQVUvVNDoKcGMz2O+0SF6cj7ZJlx9uw3WLHWsw1Yq3SUKwCVgim2m9qn67ipJS9s3UVc/8/d4a5YAGLA9ih64esb5yFmJtHOSkeSUFiY2zyIKJUcitf5FsjgiCI8kJ5VZBMmDCBPf300ywlJYXduXOHlZSUsPT0dFajRg32/PPPs+PHj7MrV66w33//nY0dO5YVFxezY8eOsY8++oidPHmSXb9+nf3www9MqVSyPXv2MMYY++ijj1hISAj777//2J07d1hhYaHBeePi4phSqWT379832Pfee++xZs2aab6/+uqrLCQkhMXFxbGrV6+yQ4cOsU6dOrEmTZroKHF+/PFH5urqyvr378/i4+NZSkoKO3nyJHvrrbfYsGHDRI1LZVOQqFm3bp0gBUlpaSnz9/dnH3/8sWbb48ePmUqlYl9//TVjjAsC7OrqyrZs2aIpk56ezpycnNhvv/0muE2OHm/1Q3BoKGN163IBPMPDOSWGFA/DfG+GxTx0CxWsLH2Yl+ItvL0ECSmUAILrSLvEEl+ZxpROegoS11LJFSQVMaikUIzOxx8bdAOa/rFB3PEyRKiVlTXXfMOG3G+Z1GvJ1DVubF9iIn8//kg8xxp92Yi5fejGzmScsa5hNuiPGjldl6QgsTGSP4g8fly2angehAmCICoC5VVBcunSJda2bVvm4eHBALCUlBTGGGNJSUls8ODBrGrVqszDw4M1bNiQTZ8+nZWWlrILFy6wXr16sRo1ajA3Nzcdiw/GGLt9+zbr0aMHq1KlCgPA9u/fb3DeZ599lvXVz+LzBLVbzalTpxhjnOA9f/581qhRI+bh4cFCQ0PZmDFjWEZGhsGxJ0+eZEOGDNG0rV69emzixIksOTlZ1LiQgsQ0V65cYQDY6dOndbYPGDCAjRo1ijHG2J9//skAaNyl1DRt2pTNnj3baN2PHz9mOTk5mk9aWprDx9tWWWzMnY8xYecRIlhZ8zAvRVaV8iSoCuJJ5pHdI+bputgsP2uT00md2aZc8yRzkcHHiCVJeUDs9WlpZhmxClgxCMlio73PlBIityCX/Xn1T536Hxc9tr6RAhE6H3K5LoU+lygYY8x+EU8qDg8ePIBKpUJOTg58pAiqWlgIbNrEBWp9/XXA2dn6OgmCIGTG48ePkZKSgjp16sDd3d3RzSGsxNR8Sn6flBHr16/H9OnTcf/+fZPljhw5gvbt2yM9PR2BgWUZGCZOnIjr16/j999/x6ZNmzB27FgUFBToHNuzZ0/UqVMH33zzDW/dc+fOxbx58wy2V8TxloK0NC7Q4tWrZdvCw7nAg/rBKI8c4YIkqjl8mAtSKFX9lYobSUj77BN03vB/uHrPX7M5PKQQBw4pJR0bmgM9zh4A4pYZbh88DYjqbO/WSII608ujR1wg2ZgYLhgqX/BQa9dDVhYXODU4mKvLw8NxAUqFtuVk+kkM3joYawasQa96vezSNnO/l3K6LoU+l1AWG7mgVAJjxgBTp5JyhCAIgiDsxNy5c6FQKEx+/v77b6vOoVAodL4zxgy26WOuzLvvvoucnBzNJ03uqTYcjNAsE5ZmMqnMKTFNEhQBj/Y94OX6GOHVMnH45VkID3gIL5VS8rGhOdDDTFrc8oiYzCrWrgc/vzIBPjjYsdlbhLZl4aGFSH+Yjm/PfGuXdgn5vSyP16WLoxtAEARBEAThKCZPnqxJoWyMsLAwi+r29+femGdmZiIgIECz/fbt26hVq5amTGFhIe7du4dq1arplGlnwmzBzc0Nbm5uFrWrMqIWrNRvYQ8c4H8Lq/0wr/2G2tzDvND6KyN+zw/DvojLyM9IQfBTL+PAXG+bjA3NgR5P0uLicFzZtvZDuO3lGO35NGWBUBnXw6bnNuGjvz7Cm+3etMv5hPxelsd5IAUJQRAEQRCVFj8/P/jZ6EmtTp068Pf3R3x8PJo3bw4AKCwsREJCAhYtWgQAaNmyJVxdXREfH4+hQ4cCADIyMnD+/Hl88sknNmlXZUWIYGXNw7xQwa0y4te0HtC0HgDAlkNDc6BHj1FAo7ZA9k3OcqScK0fEUtnWg7uLOz7s+qHmO2MMk36ZhD71+2BQw0GSn0/o72V5mwdSkBAEQRAEQQggNTUVd+/eRWpqKkpKSpCYmAgAqFevHqpUqQIAaNiwIRYuXIjBgwdDoVBg+vTpWLBgAerXr4/69etjwYIF8PT0xIgRIwAAKpUK48aNw5tvvglfX19Ur14dM2fORJMmTdC9e3dHdbVSU94e5gnCJEERlU4xQnBsu7ANq06vwqrTqzC19VR80uMTuLlIa3lYEX8vSUFCEARB2B2KD14xqGzzOHv2bGzYsEHzXW0Vsn//fnTu3BkAcOnSJeTk5GjKvP3228jPz8drr72Ge/fuoU2bNvjjjz/g7e2tKbN06VK4uLhg6NChyM/PR7du3bB+/Xo4U0wygiAIwkIGNRyEmdEzsfjoYnxx4gscSjuErc9vRb3q9RzdNFlDWWwspCJH5ycIgrAVJSUlSEpKQs2aNeHr6+vo5hBWkp2djdu3byMiIsJAmKf7pH2h8SYIgiD42J20G6N/HI3s/Gx4K72xqv8qDI80HXurIiL0PkkWJARBEITdcHZ2RtWqVXH79m0AgKenp9lsHoT8YIwhLy8Pt2/fRtWqVcnSgSAIgiBkSr+IfkiclIgRO0bgYOpBvLjjRfx59U8s67MMnq6ejm6e7CAFCUEQBGFX1Jk91EoSovxStWpVzXwSBEEQBCFPgnyCsG/0PsxPmI//++v/8O2Zb3H0xlH88MIPaFyjsaObJytIQUIQBEHYFYVCgYCAANSsWRNFRUWObg5hIa6urmQ5QhAEQRDlBBcnF8zvMh+dQjth5M6R+PfOv2i1qhW+7PslxjYbSxa9TyAFCUEQBOEQnJ2dScAmCIIgCIKwI93Cu+HspLOIiYtB/NV4jNs1DvtS9mFlv5XwdvM2X0EFx8nRDSAIgiAIgiAIgiAIwj7UqlILv730GxZ2WwhnhTPir8YjtzDX0c2SBWRBQhAEQRAEQRAEQRCVCCeFE2Z1mIVnQp5BYUkhArwDNPsYY5XW5YYsSAiCIAiCIAiCIAiiEtI+pD261Omi+b7t3214YdsLuP/4vuMa5UDIgsRCGGMAuHzKBEEQBEHoor4/qu+XhG2h5xKCIAjCWvKK8jBp5yTczbuLSFUkZkTPcHSTJEPoc4mC0ZOLRdy4cQPBwcGObgZBEARByJq0tDQEBQU5uhkVHnouIQiCIAjzmHsuIQWJhZSWluLmzZvw9va22j/rwYMHCA4ORlpaGnx8fCRqof2pKP0AKk5fqB/ygvohLypKPwB59oUxhocPHyIwMBBOTuTRa2ukfC5RI8d1ZQ3UH3lD/ZE31B95Q/0xj9DnEnKxsRAnJyfJ34j5+PhUiAVdUfoBVJy+UD/kBfVDXlSUfgDy64tKpXJ0EyoNtnguUSO3dWUt1B95Q/2RN9QfeUP9MY2Q5xJ6pUMQBEEQBEEQBEEQRKWHFCQEQRAEQRAEQRAEQVR6SEEiA9zc3DBnzhy4ubk5uilWUVH6AVScvlA/5AX1Q15UlH4AFasvhHyoaOuK+iNvqD/yhvojb6g/0kFBWgmCIAiCIAiCIAiCqPSQBQlBEARBEARBEARBEJUeUpAQBEEQBEEQBEEQBFHpIQUJQRAEQRAEQRAEQRCVHlKQEARBEARBEARBEARR6SEFiQxYsWIF6tSpA3d3d7Rs2RIHDx50dJNMsnLlSjRt2hQ+Pj7w8fFBdHQ0fv31V81+xhjmzp2LwMBAeHh4oHPnzvj3338d2GLjpKen46WXXoKvry88PT3RrFkznDp1SrO/vPTl4cOHmD59OkJDQ+Hh4YF27drh5MmTmv1y7Mdff/2F/v37IzAwEAqFAj/++KNmX1FREd555x00adIEXl5eCAwMxKhRo3Dz5k2dOgoKCjBlyhT4+fnBy8sLAwYMwI0bN2TTDwAYM2YMFAqFzqdt27Y6ZeTQD8B8X3JzczF58mQEBQXBw8MDjRo1wsqVK3XKOLovCxcuxNNPPw1vb2/UrFkTgwYNwqVLl3TK7Ny5E7169YKfnx8UCgUSExMN6ikP/dDmlVdegUKhwOeff66z3dH9IOTNRx99hHbt2sHT0xNVq1YVdIyQ+4mj1t29e/cQExMDlUoFlUqFmJgY3L9/3+Qx+r/P6s+nn36qKdO5c2eD/cOHD7dxbyzrj5zvOWL7I/RZwF7zI/Z5PSEhAS1btoS7uzvCw8Px9ddfG5TZsWMHGjduDDc3NzRu3BhxcXGSt9sYYvqzc+dO9OjRAzVq1NA8+//+++86ZdavX897LT1+/NjWXQEgrj8HDhzgbet///2nU668zA/fda9QKPDUU09pyjhyfsw9X/Lh0OuHEQ5ly5YtzNXVla1evZpduHCBTZs2jXl5ebHr1687umlG2bVrF9u9eze7dOkSu3TpEnvvvfeYq6srO3/+PGOMsY8//ph5e3uzHTt2sH/++YcNGzaMBQQEsAcPHji45brcvXuXhYaGsjFjxrDjx4+zlJQUtnfvXnb58mVNmfLSl6FDh7LGjRuzhIQElpyczObMmcN8fHzYjRs3GGPy7MeePXvY+++/z3bs2MEAsLi4OM2++/fvs+7du7OtW7ey//77jx09epS1adOGtWzZUqeOSZMmsdq1a7P4+Hh2+vRp1qVLFxYVFcWKi4tl0Q/GGBs9ejTr3bs3y8jI0Hyys7Nl1w/GzPdl/PjxrG7dumz//v0sJSWFffPNN8zZ2Zn9+OOPsulLr1692Lp169j58+dZYmIi69evHwsJCWG5ubmaMt999x2bN28eW716NQPAzpw5Y1BPeeiHmri4OBYVFcUCAwPZ0qVLZdUPQt7Mnj2bLVmyhM2YMYOpVCpBxwi5nzhq3fXu3ZtFRkayI0eOsCNHjrDIyEj27LPPmjxG+7c5IyODrV27likUCnblyhVNmU6dOrEJEybolLt//75N+8KYZf2R8z1HbH+EPgvYY37EPq9fvXqVeXp6smnTprELFy6w1atXM1dXV7Z9+3ZNmSNHjjBnZ2e2YMECdvHiRbZgwQLm4uLCjh07JmnbpejPtGnT2KJFi9iJEydYUlISe/fdd5mrqys7ffq0psy6deuYj4+PwTVlD8T2Z//+/QwAu3Tpkk5bta+B8jQ/9+/f1+lHWloaq169OpszZ46mjCPnx9zzpT6Ovn5IQeJgWrduzSZNmqSzrWHDhmzWrFkOapFlVKtWjX377bestLSU+fv7s48//liz7/Hjx0ylUrGvv/7agS005J133mEdOnQwur+89CUvL485OzuzX375RWd7VFQUe//998tFP4T8WJ44cYIB0Nwc7t+/z1xdXdmWLVs0ZdLT05mTkxP77bffbNlcoxhTkAwcONDoMXLsB2P8fXnqqafY/Pnzdba1aNGC/e9//2OMybMvt2/fZgBYQkKCwb6UlBReBUl56seNGzdY7dq12fnz51loaKiOgkSO/SDkybp16wQpSITcTxy17i5cuMAA6DwcHz16lAFg//33n+B6Bg4cyLp27aqzrVOnTmzatGlSNVUQlvZHrvccqeZH/1mAMfvMj9jn9bfffps1bNhQZ9srr7zC2rZtq/k+dOhQ1rt3b50yvXr1YsOHD5eo1caRQv5o3Lgxmzdvnua70N8RWyC2P2oFyb1794zWWZ7nJy4ujikUCnbt2jXNNkfOjzZCnvkdff2Qi40DKSwsxKlTp9CzZ0+d7T179sSRI0cc1CpxlJSUYMuWLXj06BGio6ORkpKCzMxMnT65ubmhU6dOsuvTrl270KpVK7zwwguoWbMmmjdvjtWrV2v2l5e+FBcXo6SkBO7u7jrbPTw8cOjQoXLTD3Pk5ORAoVBozMBPnTqFoqIinX4FBgYiMjJSdv06cOAAatasiYiICEyYMAG3b9/W7CtP/ejQoQN27dqF9PR0MMawf/9+JCUloVevXgDk2ZecnBwAQPXq1QUfU176UVpaipiYGLz11ls6ZrRq5NgPonwj5H7iqHV39OhRqFQqtGnTRrOtbdu2UKlUgs9769Yt7N69G+PGjTPYFxsbCz8/Pzz11FOYOXMmHj58KFnb+bCmP3K850gxP4Dhs4AaW86PJc/rR48eNSjfq1cv/P333ygqKjJZxta/z1LIH6WlpXj48KHBvTU3NxehoaEICgrCs88+izNnzkjWbmNY05/mzZsjICAA3bp1w/79+3X2lef5WbNmDbp3747Q0FCd7Y6YH0tw9PVDChIHkpWVhZKSEtSqVUtne61atZCZmemgVgnjn3/+QZUqVeDm5oZJkyYhLi4OjRs31rS7PPTp6tWrWLlyJerXr4/ff/8dkyZNwtSpU/Hdd98BQLnpi7e3N6Kjo/Hhhx/i5s2bKCkpwffff4/jx48jIyOj3PTDFI8fP8asWbMwYsQI+Pj4AODmR6lUolq1ajpl5davPn36IDY2Fvv27cNnn32GkydPomvXrigoKABQfvoBAF988QUaN26MoKAgKJVK9O7dGytWrECHDh0AyK8vjDHMmDEDHTp0QGRkpODjyks/Fi1aBBcXF0ydOpX3OLn1gyj/CLmfOGrdZWZmombNmgbba9asKfi8GzZsgLe3N4YMGaKzfeTIkdi8eTMOHDiADz74ADt27DAoIzWW9keu9xwp5ofvWQCw/fxY8ryemZnJW764uBhZWVkmy9j691kK+eOzzz7Do0ePMHToUM22hg0bYv369di1axc2b94Md3d3tG/fHsnJyZK2Xx9L+hMQEIBVq1Zhx44d2LlzJxo0aIBu3brhr7/+0pQpr/OTkZGBX3/9FePHj9fZ7qj5sQRHXz8uVtdAWI1CodD5zhgz2CY3GjRogMTERNy/fx87duzA6NGjkZCQoNlfHvpUWlqKVq1aYcGCBQA4LfK///6LlStXYtSoUZpy5aEvGzduxMsvv4zatWvD2dkZLVq0wIgRI3D69GlNmfLQDz6KioowfPhwlJaWYsWKFWbLy61fw4YN0/wfGRmJVq1aITQ0FLt37zb5ACe3fgCcguTYsWPYtWsXQkND8ddff+G1115DQEAAunfvbvQ4R/Vl8uTJOHfuHA4dOiRJfXLqx6lTp7Bs2TKcPn1adJvkuLYI6Zg7dy7mzZtnsszJkyfRqlUri89hyf3E0nUntD987RJ73rVr12LkyJEGFpkTJkzQ/B8ZGYn69eujVatWOH36NFq0aCGobjW27o+97zn2mh9TzwJSzo8pxK57vvL62x35bGbpuTdv3oy5c+fip59+0lF6tW3bVicgcPv27dGiRQssX74cX3zxhXQNN4KY/jRo0AANGjTQfI+OjkZaWhoWL16Mjh07WlSn1Fh67vXr16Nq1aoYNGiQznZHz49YHHn9kILEgfj5+cHZ2dlA03X79m0DjZjcUCqVqFevHgCgVatWOHnyJJYtW4Z33nkHAKfVCwgI0JSXY58CAgLQuHFjnW2NGjXCjh07AAD+/v4Aykdf6tati4SEBDx69AgPHjxAQEAAhg0bhjp16pSrfuhTVFSEoUOHIiUlBfv27dN5Y+Tv74/CwkLcu3dP503Y7du30a5dO0c0VxABAQEIDQ3VaOzLSz/y8/Px3nvvIS4uDv369QMANG3aFImJiVi8eDG6d+8uq75MmTIFu3btwl9//YWgoCBRx5aHfhw8eBC3b99GSEiIZltJSQnefPNNfP7557h27Zqs+kHYj8mTJ5vN4BEWFmZR3ULuJ1KvO6H9OXfuHG7dumWw786dO4LudQcPHsSlS5ewdetWs2VbtGgBV1dXJCcnixbA7dUfNba+59ijP6aeBfiwZn74sOR53d/fn7e8i4sLfH19TZax9bOZNfLH1q1bMW7cOGzbts3kixEAcHJywtNPP21zCwWp5Km2bdvi+++/13wvj/PDGMPatWsRExMDpVJpsqy95scSHH39kIuNA1EqlWjZsiXi4+N1tsfHx5e7h1fGGAoKCjQCuXafCgsLkZCQILs+tW/f3iBtZlJSksZfrzz1RY2XlxcCAgJw7949/P777xg4cGC57AdQ9kCUnJyMvXv3an4Q1bRs2RKurq46/crIyMD58+dl3a/s7GykpaVphIvy0o+ioiIUFRXByUn3tuHs7IzS0lIA8ugLYwyTJ0/Gzp07sW/fPtSpU0d0HeWhHzExMTh37hwSExM1n8DAQLz11lua1Ity6Adhf/z8/NCwYUOTH30LCaEIuZ9Ive6E9ic6Oho5OTk4ceKE5tjjx48jJydH0HnXrFmDli1bIioqymzZf//9F0VFRTpKIrn1R42t7zm27o+5ZwE+rJkfPix5Xo+OjjYo/8cff6BVq1ZwdXU1WcbWv8+Wyh+bN2/GmDFjsGnTJs2LElMwxpCYmCjZPBhDKnnqzJkzOm0tb/MDcKlxL1++zBtHSR97zY8lOPz6sTrMK2EV6jROa9asYRcuXGDTp09nXl5eOlGH5ca7777L/vrrL5aSksLOnTvH3nvvPebk5MT++OMPxhiXAlClUrGdO3eyf/75h7344osOTynLx4kTJ5iLiwv76KOPWHJyMouNjWWenp7s+++/15QpL3357bff2K+//squXr3K/vjjDxYVFcVat27NCgsLGWPy7MfDhw/ZmTNn2JkzZxgAtmTJEnbmzBl2/fp1VlRUxAYMGMCCgoJYYmKiTjqygoICTR2TJk1iQUFBbO/evez06dOsa9eudk9haqofDx8+ZG+++SY7cuQIS0lJYfv372fR0dGsdu3aBikxHd0Pc31hjMsU8NRTT7H9+/ezq1evsnXr1jF3d3e2YsUK2fTl1VdfZSqVih04cEBn3eTl5WnKZGdnszNnzrDdu3czAGzLli3szJkzOunuykM/9NHPYsOY4/tByJvr16+zM2fOsHnz5rEqVaporv+HDx9qyjRo0IDt3LlT813I/cRR6653796sadOm7OjRo+zo0aOsSZMmBmlk9fvDGGM5OTnM09OTrVy50qDOy5cvs3nz5rGTJ0+ylJQUtnv3btawYUPWvHlz2fVH7vccsf0R8ixgr/kx97w+a9YsFhMToymvTlP6xhtvsAsXLrA1a9YYpCk9fPgwc3Z2Zh9//DG7ePEi+/jjj+2eRlZofzZt2sRcXFzYV199ZTSd8ty5c9lvv/3Grly5ws6cOcPGjh3LXFxc2PHjx2XXn6VLl7K4uDiWlJTEzp8/z2bNmsUAsB07dmjKlKf5UfPSSy+xNm3a8NbpyPkx93wpt+uHFCQy4KuvvmKhoaFMqVSyFi1a8KajlBMvv/yypr01atRg3bp10yhHGOPSAM6ZM4f5+/szNzc31rFjR/bPP/84sMXG+fnnn1lkZCRzc3NjDRs2ZKtWrdLZX176snXrVhYeHs6USiXz9/dnr7/+us5NS479UKdY0/+MHj1ak36V77N//35NHfn5+Wzy5MmsevXqzMPDgz377LMsNTVVNv3Iy8tjPXv2ZDVq1GCurq4sJCSEjR492qCNcuiHub4wxlhGRgYbM2YMCwwMZO7u7qxBgwbss88+Y6WlpbLpi7F1s27dOk2ZdevW8ZaZM2dOueqHPnwKEkf3g5A3o0ePNvs7q7/uhNxPHLXusrOz2ciRI5m3tzfz9vZmI0eONEjjyXcdffPNN8zDw0PnvqkmNTWVdezYkVWvXp0plUpWt25dNnXqVJadnW3DnnCI7Y/c7zli+yPkWcCe82PqeX306NGsU6dOOuUPHDjAmjdvzpRKJQsLC+NVwG3bto01aNCAubq6soYNG+oI6LZGTH86depk8vmAMcamT5/OQkJCNPJBz5492ZEjR2TZn0WLFrG6desyd3d3Vq1aNdahQwe2e/dugzrLy/wwxqXw9vDwMJBl1Dhyfsw9X8rt+lEw9iTiCUEQBEEQBEEQBEEQRCWFYpAQBEEQBEEQBEEQBFHpIQUJQRAEQRAEQRAEQRCVHlKQEARBEARBEARBEARR6SEFCUEQBEEQBEEQBEEQlR5SkBAEQRAEQRAEQRAEUekhBQlBEARBEARBEARBEJUeUpAQBEEQBEEQBEEQBFHpIQUJQRCVDoVCgR9//NHRzSAIgiAIgjDg2rVrUCgUSExMdHRTCKLSQQoSgiDsypgxY6BQKAw+vXv3dnTTCIIgCIKoBJSUlKBdu3Z47rnndLbn5OQgODgY//vf/zTbpk2bhpYtW8LNzQ3NmjWzS/uCg4ORkZGByMhIu5yPIIgyXBzdAIIgKh+9e/fGunXrdLa5ubk5qDUEQRAEQVQmnJ2dsWHDBjRr1gyxsbEYOXIkAGDKlCmoXr06Zs+erSnLGMPLL7+M48eP49y5c3Zrn7+/v13ORRCELmRBQhCE3XFzc4O/v7/Op1q1agA495eVK1eiT58+8PDwQJ06dbBt2zad4//55x907doVHh4e8PX1xcSJE5Gbm6tTZu3atXjqqafg5uaGgIAATJ48WWd/VlYWBg8eDE9PT9SvXx+7du3S7Lt37x5GjhyJGjVqwMPDA/Xr1zdQ6BAEQRAEUX6pX78+Fi5ciClTpuDmzZv46aefsGXLFmzYsAFKpVJT7osvvsDrr7+O8PBwwXUvWbIETZo0gZeXF4KDg/Haa6/pPKe8/PLLaNq0KQoKCgAARUVFaNmypUZRo+9iQ88lBGE/SEFCEITs+OCDD/Dcc8/h7NmzeOmll/Diiy/i4sWLAIC8vDz07t0b1apVw8mTJ7Ft2zbs3btXRwGycuVKvP7665g4cSL++ecf7Nq1C/Xq1dM5x7x58zB06FCcO3cOffv2xciRI3H37l3N+S9cuIBff/0VFy9exMqVK+Hn52e/ASAIgiAIwuZMmTIFUVFRGDVqFCZOnIjZs2dL4kbj5OSEL774AufPn8eGDRuwb98+vP3225r9X3zxBR49eoRZs2YB4J47srKysGLFCt766LmEIOwIIwiCsCOjR49mzs7OzMvLS+czf/58xhhjANikSZN0jmnTpg179dVXGWOMrVq1ilWrVo3l5uZq9u/evZs5OTmxzMxMxhhjgYGB7P333zfaBgDsf//7n+Z7bm4uUygU7Ndff2WMMda/f382duxYaTpMEARBEIRsuXjxIgPAmjRpwoqKioyWmzNnDouKirLoHD/88APz9fXV2XbkyBHm6urKPvjgA+bi4sISEhI0+1JSUhgAdubMGcYYPZcQhD2hGCQEQdidLl26YOXKlTrbqlevrvk/OjpaZ190dLTGzPTixYuIioqCl5eXZn/79u1RWlqKS5cuQaFQ4ObNm+jWrZvJNjRt2lTzv5eXF7y9vXH79m0AwKuvvornnnsOp0+fRs+ePTFo0CC0a9fOor4SBEEQBCFf1q5dC09PT6SkpODGjRsICwuzus79+/djwYIFuHDhAh48eIDi4mI8fvwYjx490jy/REdHY+bMmfjwww/xzjvvoGPHjkbro+cSgrAf5GJDEITd8fLyQr169XQ+2goSPhQKBQAuWJr6f74yHh4egtrg6upqcGxpaSkAoE+fPrh+/TqmT5+uUbbMnDlTUL0EQRAEQZQPjh49iqVLl+Knn35CdHQ0xo0bB8aYVXVev34dffv2RWRkJHbs2IFTp07hq6++AsDFGlFTWlqKw4cPw9nZGcnJySbrpOcSgrAfpCAhCEJ2HDt2zOB7w4YNAQCNGzdGYmIiHj16pNl/+PBhODk5ISIiAt7e3ggLC8Off/5pVRtq1KiBMWPG4Pvvv8fnn3+OVatWWVUfQRAEQRDyIT8/H6NHj8Yrr7yC7t2749tvv8XJkyfxzTffWFXv33//jeLiYnz22Wdo27YtIiIicPPmTYNyn376KS5evIiEhAT8/vvvZoOu0nMJQdgHcrEhCMLuFBQUIDMzU2ebi4uLJuDYtm3b0KpVK3To0AGxsbE4ceIE1qxZAwAYOXIk5syZg9GjR2Pu3Lm4c+cOpkyZgpiYGNSqVQsAMHfuXEyaNAk1a9ZEnz598PDhQxw+fBhTpkwR1L7Zs2ejZcuWeOqpp1BQUIBffvkFjRo1knAECIIgCIJwJLNmzUJpaSkWLVoEAAgJCcFnn32GGTNmoHfv3hpXm8uXLyM3NxeZmZnIz8/XuPw2btxYJ9uNmrp166K4uBjLly9H//79cfjwYXz99dc6ZRITEzF79mxs374d7du3x7JlyzBt2jR06tSJN1sOPZcQhB1xdBAUgiAqF6NHj2YADD4NGjRgjHEBVL/66ivWo0cP5ubmxkJDQ9nmzZt16jh37hzr0qULc3d3Z9WrV2cTJkxgDx8+1Cnz9ddfswYNGjBXV1cWEBDApkyZotkHgMXFxemUV6lUbN26dYwxxj788EPWqFEj5uHhwapXr84GDhzIrl69Kv1gEARBEARhdw4cOMCcnZ3ZwYMHDfb17NmTde3alZWWljLGGOvUqRPvc0tKSorR+pcsWcICAgKYh4cH69WrF/vuu+8YAHbv3j2Wn5/PGjduzCZOnKhzzODBg1m7du1YcXGxQZBWei4hCPuhYMxKRzuCIAgJUSgUiIuLw6BBgxzdFIIgCIIgCIIgKhEUg4QgCIIgCIIgCIIgiEoPKUgIgiAIgiAIgiAIgqj0UJBWgiBkBXn9EQRBEARBEAThCMiChCAIgiAIgiAIgiCISg8pSAiCIAiCIAiCIAiCqPSQgoQgCIIgCIIgCIIgiEoPKUgIgiAIgiAIgiAIgqj0kIKEIAiCIAiCIAiCIIhKDylICIIgCIIgCIIgCIKo9JCChCAIgiAIgiAIgiCISg8pSAiCIAiCIAiCIAiCqPSQgoQgCIIgCIIgCIIgiErP/wPZTqyAeboNHAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1300x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 定义梯度下降迭代的次数，学习率，以及L2正则系数\n",
    "num_steps = 250\n",
    "learning_rate = 0.002\n",
    "l2_coef = 1.0\n",
    "np.random.seed(0)\n",
    "\n",
    "# 在x矩阵上拼接1\n",
    "X = np.concatenate([x_train, np.ones((x_train.shape[0], 1))], axis=1)\n",
    "X_test = np.concatenate([x_test, np.ones((x_test.shape[0], 1))], axis=1) \n",
    "\n",
    "theta, train_losses, test_losses, train_acc, test_acc, \\\n",
    "    train_auc, test_auc = GD(num_steps, learning_rate, l2_coef)\n",
    "\n",
    "# 计算测试集上的预测准确率\n",
    "y_pred = np.where(logistic(X_test @ theta) >= 0.5, 1, 0)\n",
    "final_acc = acc(y_test, y_pred)\n",
    "print('预测准确率：', final_acc)\n",
    "print('回归系数：', theta)\n",
    "\n",
    "plt.figure(figsize=(13, 9))\n",
    "xticks = np.arange(num_steps) + 1\n",
    "# 绘制训练曲线\n",
    "plt.subplot(221)\n",
    "plt.plot(xticks, train_losses, color='blue', label='train loss')\n",
    "plt.plot(xticks, test_losses, color='red', ls='--', label='test loss')\n",
    "plt.gca().xaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "\n",
    "# 绘制准确率\n",
    "plt.subplot(222)\n",
    "plt.plot(xticks, train_acc, color='blue', label='train accuracy')\n",
    "plt.plot(xticks, test_acc, color='red', ls='--', label='test accuracy')\n",
    "plt.gca().xaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "# 绘制AUC\n",
    "plt.subplot(223)\n",
    "plt.plot(xticks, train_auc, color='blue', label='train AUC')\n",
    "plt.plot(xticks, test_auc, color='red', ls='--', label='test AUC')\n",
    "plt.gca().xaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('AUC')\n",
    "plt.legend()\n",
    "\n",
    "# 绘制模型学到的分隔直线\n",
    "plt.subplot(224)\n",
    "plot_x = np.linspace(-1.1, 1.1, 100)\n",
    "# 直线方程：theta_0 * x_1 + theta_1 * x_2 + theta_2 = 0\n",
    "plot_y = -(theta[0] * plot_x + theta[2]) / theta[1]\n",
    "pos_index = np.where(y_total == 1)\n",
    "neg_index = np.where(y_total == 0)\n",
    "plt.scatter(x_total[pos_index, 0], x_total[pos_index, 1], \n",
    "    marker='o', color='coral', s=10)\n",
    "plt.scatter(x_total[neg_index, 0], x_total[neg_index, 1], \n",
    "    marker='x', color='blue', s=10)\n",
    "plt.plot(plot_x, plot_y, ls='-.', color='green')\n",
    "plt.xlim(-1.1, 1.1)\n",
    "plt.ylim(-1.1, 1.1)\n",
    "plt.xlabel('X1 axis')\n",
    "plt.ylabel('X2 axis')\n",
    "plt.savefig('output_16_1.png')\n",
    "plt.savefig('output_16_1.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "cell_id": "67ad3ccca5fa4802afb9d37a5faec618",
    "deepnote_app_coordinates": {
     "h": 5,
     "w": 12,
     "x": 0,
     "y": 127
    },
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 1179,
    "execution_start": 1657008285478,
    "id": "767C5FC7004C43368A0737F9BEBEEBEE",
    "jupyter": {},
    "notebookId": "60364fc9c614ab001504d12c",
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "source_hash": "1fa06f0e",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "回归系数： [3.14129907 2.91620111] [0.5518978]\n",
      "准确率为： 0.8766666666666667\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# 使用线性模型中的逻辑回归模型在数据集上训练\n",
    "# 其提供的liblinear优化算法适合在较小数据集上使用\n",
    "# 默认使用系数为1.0的L2正则化约束\n",
    "# 其他可选参数请参考官方文档\n",
    "lr_clf = LogisticRegression(solver='liblinear')\n",
    "lr_clf.fit(x_train, y_train)\n",
    "print('回归系数：', lr_clf.coef_[0], lr_clf.intercept_)\n",
    "\n",
    "# 在数据集上用计算得到的逻辑回归模型进行预测并计算准确度\n",
    "y_pred = lr_clf.predict(x_test)\n",
    "print('准确率为：',np.mean(y_pred == y_test))"
   ]
  }
 ],
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